{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Stock Market Analysis for Tech Stocks\n",
    "\n",
    "In this project, we'll analyse data from the stock market for some technology stocks. \n",
    "\n",
    "Again, we'll use Pandas to extract and analyse the information, visualise it, and look at different ways to analyse the risk of a stock, based on its performance history. \n",
    "\n",
    "Here are the questions we'll try to answer:\n",
    "\n",
    "- What was the change in a stock's price over time?\n",
    "- What was the daily return average of a stock?\n",
    "- What was the moving average of various stocks?\n",
    "- What was the correlation between daily returns of different stocks?\n",
    "- How much value do we put at risk by investing in a particular stock?\n",
    "- How can we attempt to predict future stock behaviour?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Python Data Analysis imports\n",
    "import pandas as pd\n",
    "from pandas import Series,DataFrame\n",
    "import numpy as np\n",
    "\n",
    "#Visualisation imports\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_style('whitegrid')\n",
    "%matplotlib inline\n",
    "\n",
    "#To grab stock data\n",
    "from pandas_datareader import DataReader\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We're going to analyse some tech stocks, and it seems like a good idea to look at their performance over the last year. We can create a list with the stock names, for future looping."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#We're going to analyse stock info for Apple, Google, Microsoft, and Amazon\n",
    "tech_list = ['AAPL','GOOGL','MSFT','AMZN']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Setting the end date to today\n",
    "end = datetime.now()\n",
    "\n",
    "#Start date set to 1 year back\n",
    "start = datetime(end.year-1,end.month,end.day) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Using Yahoo Finance to grab the stock data\n",
    "for stock in tech_list:\n",
    "    globals()[stock] = DataReader(stock,'yahoo',start,end) #The globals method sets the stock name to a global variable"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thanks to the globals method, Apple's stock data will be stored in the AAPL global variable dataframe. Let's see if that worked."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-02-01</th>\n",
       "      <td>135.380005</td>\n",
       "      <td>130.929993</td>\n",
       "      <td>133.750000</td>\n",
       "      <td>134.139999</td>\n",
       "      <td>106239800.0</td>\n",
       "      <td>133.318130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-02</th>\n",
       "      <td>136.309998</td>\n",
       "      <td>134.610001</td>\n",
       "      <td>135.729996</td>\n",
       "      <td>134.990005</td>\n",
       "      <td>83305400.0</td>\n",
       "      <td>134.162918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-03</th>\n",
       "      <td>135.770004</td>\n",
       "      <td>133.610001</td>\n",
       "      <td>135.759995</td>\n",
       "      <td>133.940002</td>\n",
       "      <td>89880900.0</td>\n",
       "      <td>133.119339</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-04</th>\n",
       "      <td>137.399994</td>\n",
       "      <td>134.589996</td>\n",
       "      <td>136.300003</td>\n",
       "      <td>137.389999</td>\n",
       "      <td>84183100.0</td>\n",
       "      <td>136.548218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-05</th>\n",
       "      <td>137.419998</td>\n",
       "      <td>135.860001</td>\n",
       "      <td>137.350006</td>\n",
       "      <td>136.759995</td>\n",
       "      <td>75693800.0</td>\n",
       "      <td>136.125183</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  High         Low        Open       Close       Volume  \\\n",
       "Date                                                                      \n",
       "2021-02-01  135.380005  130.929993  133.750000  134.139999  106239800.0   \n",
       "2021-02-02  136.309998  134.610001  135.729996  134.990005   83305400.0   \n",
       "2021-02-03  135.770004  133.610001  135.759995  133.940002   89880900.0   \n",
       "2021-02-04  137.399994  134.589996  136.300003  137.389999   84183100.0   \n",
       "2021-02-05  137.419998  135.860001  137.350006  136.759995   75693800.0   \n",
       "\n",
       "             Adj Close  \n",
       "Date                    \n",
       "2021-02-01  133.318130  \n",
       "2021-02-02  134.162918  \n",
       "2021-02-03  133.119339  \n",
       "2021-02-04  136.548218  \n",
       "2021-02-05  136.125183  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AAPL.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>254.000000</td>\n",
       "      <td>254.000000</td>\n",
       "      <td>254.000000</td>\n",
       "      <td>254.000000</td>\n",
       "      <td>2.540000e+02</td>\n",
       "      <td>254.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>145.390237</td>\n",
       "      <td>142.456574</td>\n",
       "      <td>143.883111</td>\n",
       "      <td>143.990000</td>\n",
       "      <td>8.962270e+07</td>\n",
       "      <td>143.676799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>16.708871</td>\n",
       "      <td>16.178563</td>\n",
       "      <td>16.369253</td>\n",
       "      <td>16.465265</td>\n",
       "      <td>2.844144e+07</td>\n",
       "      <td>16.653921</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>120.400002</td>\n",
       "      <td>116.209999</td>\n",
       "      <td>119.029999</td>\n",
       "      <td>116.360001</td>\n",
       "      <td>4.100000e+07</td>\n",
       "      <td>115.819870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>130.982498</td>\n",
       "      <td>128.902504</td>\n",
       "      <td>130.015003</td>\n",
       "      <td>130.247505</td>\n",
       "      <td>6.904782e+07</td>\n",
       "      <td>129.780861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>145.274994</td>\n",
       "      <td>142.750000</td>\n",
       "      <td>143.785004</td>\n",
       "      <td>144.705002</td>\n",
       "      <td>8.453615e+07</td>\n",
       "      <td>144.347748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>152.142498</td>\n",
       "      <td>149.795006</td>\n",
       "      <td>150.570004</td>\n",
       "      <td>151.089996</td>\n",
       "      <td>1.057898e+08</td>\n",
       "      <td>150.974941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>182.940002</td>\n",
       "      <td>179.119995</td>\n",
       "      <td>182.630005</td>\n",
       "      <td>182.009995</td>\n",
       "      <td>1.954327e+08</td>\n",
       "      <td>182.009995</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             High         Low        Open       Close        Volume  \\\n",
       "count  254.000000  254.000000  254.000000  254.000000  2.540000e+02   \n",
       "mean   145.390237  142.456574  143.883111  143.990000  8.962270e+07   \n",
       "std     16.708871   16.178563   16.369253   16.465265  2.844144e+07   \n",
       "min    120.400002  116.209999  119.029999  116.360001  4.100000e+07   \n",
       "25%    130.982498  128.902504  130.015003  130.247505  6.904782e+07   \n",
       "50%    145.274994  142.750000  143.785004  144.705002  8.453615e+07   \n",
       "75%    152.142498  149.795006  150.570004  151.089996  1.057898e+08   \n",
       "max    182.940002  179.119995  182.630005  182.009995  1.954327e+08   \n",
       "\n",
       "        Adj Close  \n",
       "count  254.000000  \n",
       "mean   143.676799  \n",
       "std     16.653921  \n",
       "min    115.819870  \n",
       "25%    129.780861  \n",
       "50%    144.347748  \n",
       "75%    150.974941  \n",
       "max    182.009995  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Basic stats for Apple's Stock\n",
    "AAPL.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And that easily, we can make out what the stock's minimum, maximum, and average price was for the last year. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 254 entries, 2021-02-01 to 2022-02-01\n",
      "Data columns (total 6 columns):\n",
      " #   Column     Non-Null Count  Dtype  \n",
      "---  ------     --------------  -----  \n",
      " 0   High       254 non-null    float64\n",
      " 1   Low        254 non-null    float64\n",
      " 2   Open       254 non-null    float64\n",
      " 3   Close      254 non-null    float64\n",
      " 4   Volume     254 non-null    float64\n",
      " 5   Adj Close  254 non-null    float64\n",
      "dtypes: float64(6)\n",
      "memory usage: 13.9 KB\n"
     ]
    }
   ],
   "source": [
    "#Some basic info about the dataframe\n",
    "AAPL.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No missing info in the dataframe above, so we can go about our business."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What's the change in stock's price over time?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting the stock's adjusted closing price using pandas\n",
    "AAPL['Adj Close'].plot(legend=True,figsize=(12,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similarily, we can plot change in a stock's volume being traded, over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting the total volume being traded over time\n",
    "AAPL['Volume'].plot(legend=True,figsize=(12,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What was the moving average of various stocks?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's check out the moving average for stocks over a 10, 20 and 50 day period of time. We'll add that information to the stock's dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "ma_day = [10,20,50]\n",
    "\n",
    "for ma in ma_day:\n",
    "    column_name = \"MA for %s days\" %(str(ma))\n",
    "    \n",
    "    AAPL[column_name] = AAPL['Adj Close'].rolling(window=ma,center=False).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>MA for 10 days</th>\n",
       "      <th>MA for 20 days</th>\n",
       "      <th>MA for 50 days</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-01-26</th>\n",
       "      <td>164.389999</td>\n",
       "      <td>157.820007</td>\n",
       "      <td>163.500000</td>\n",
       "      <td>159.690002</td>\n",
       "      <td>108275300.0</td>\n",
       "      <td>159.690002</td>\n",
       "      <td>166.483000</td>\n",
       "      <td>171.4025</td>\n",
       "      <td>169.0138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-27</th>\n",
       "      <td>163.839996</td>\n",
       "      <td>158.279999</td>\n",
       "      <td>162.449997</td>\n",
       "      <td>159.220001</td>\n",
       "      <td>121954600.0</td>\n",
       "      <td>159.220001</td>\n",
       "      <td>164.852000</td>\n",
       "      <td>170.3945</td>\n",
       "      <td>169.1982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-28</th>\n",
       "      <td>170.350006</td>\n",
       "      <td>162.800003</td>\n",
       "      <td>165.710007</td>\n",
       "      <td>170.330002</td>\n",
       "      <td>179935700.0</td>\n",
       "      <td>170.330002</td>\n",
       "      <td>164.666000</td>\n",
       "      <td>170.0010</td>\n",
       "      <td>169.5848</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-31</th>\n",
       "      <td>175.000000</td>\n",
       "      <td>169.509995</td>\n",
       "      <td>170.160004</td>\n",
       "      <td>174.779999</td>\n",
       "      <td>115541600.0</td>\n",
       "      <td>174.779999</td>\n",
       "      <td>164.837000</td>\n",
       "      <td>169.8615</td>\n",
       "      <td>170.0106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-02-01</th>\n",
       "      <td>174.839996</td>\n",
       "      <td>172.309998</td>\n",
       "      <td>174.009995</td>\n",
       "      <td>174.610001</td>\n",
       "      <td>85908800.0</td>\n",
       "      <td>174.610001</td>\n",
       "      <td>165.317999</td>\n",
       "      <td>169.4915</td>\n",
       "      <td>170.3454</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  High         Low        Open       Close       Volume  \\\n",
       "Date                                                                      \n",
       "2022-01-26  164.389999  157.820007  163.500000  159.690002  108275300.0   \n",
       "2022-01-27  163.839996  158.279999  162.449997  159.220001  121954600.0   \n",
       "2022-01-28  170.350006  162.800003  165.710007  170.330002  179935700.0   \n",
       "2022-01-31  175.000000  169.509995  170.160004  174.779999  115541600.0   \n",
       "2022-02-01  174.839996  172.309998  174.009995  174.610001   85908800.0   \n",
       "\n",
       "             Adj Close  MA for 10 days  MA for 20 days  MA for 50 days  \n",
       "Date                                                                    \n",
       "2022-01-26  159.690002      166.483000        171.4025        169.0138  \n",
       "2022-01-27  159.220001      164.852000        170.3945        169.1982  \n",
       "2022-01-28  170.330002      164.666000        170.0010        169.5848  \n",
       "2022-01-31  174.779999      164.837000        169.8615        170.0106  \n",
       "2022-02-01  174.610001      165.317999        169.4915        170.3454  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AAPL.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "AAPL[['Adj Close','MA for 10 days','MA for 20 days','MA for 50 days']].plot(subplots=False,figsize=(12,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Moving averages for more days have a smoother plot, as they're less reliable on daily fluctuations. So even though, Apple's stock has a slight dip near the start of September, it's generally been on an upward trend since mid-July."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What was the daily return average of a stock?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "#The daily return column can be created by using the percentage change over the adjusted closing price\n",
    "AAPL['Daily Return'] = AAPL['Adj Close'].pct_change()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date\n",
       "2022-01-26   -0.000563\n",
       "2022-01-27   -0.002943\n",
       "2022-01-28    0.069778\n",
       "2022-01-31    0.026126\n",
       "2022-02-01   -0.000973\n",
       "Name: Daily Return, dtype: float64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "AAPL['Daily Return'].tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Date'>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Plotting the daily return\n",
    "AAPL['Daily Return'].plot(figsize=(14,5),legend=True,linestyle='--',marker='o')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Daily Return', ylabel='Count'>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(x=AAPL['Daily Return'].dropna(),bins=100,color='red')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Positive daily returns seem to be slightly more frequent than negative returns for Apple."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What was the correlation between daily returns of different stocks?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Reading just the 'Adj Close' column this time\n",
    "close_df = DataReader(tech_list,'yahoo',start,end)['Adj Close']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Symbols</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>GOOGL</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>AMZN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-01-26</th>\n",
       "      <td>159.690002</td>\n",
       "      <td>2584.659912</td>\n",
       "      <td>296.709991</td>\n",
       "      <td>2777.449951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-27</th>\n",
       "      <td>159.220001</td>\n",
       "      <td>2580.100098</td>\n",
       "      <td>299.839996</td>\n",
       "      <td>2792.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-28</th>\n",
       "      <td>170.330002</td>\n",
       "      <td>2667.020020</td>\n",
       "      <td>308.260010</td>\n",
       "      <td>2879.560059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-31</th>\n",
       "      <td>174.779999</td>\n",
       "      <td>2706.070068</td>\n",
       "      <td>310.980011</td>\n",
       "      <td>2991.469971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-02-01</th>\n",
       "      <td>174.610001</td>\n",
       "      <td>2752.879883</td>\n",
       "      <td>308.760010</td>\n",
       "      <td>3023.870117</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Symbols           AAPL        GOOGL        MSFT         AMZN\n",
       "Date                                                        \n",
       "2022-01-26  159.690002  2584.659912  296.709991  2777.449951\n",
       "2022-01-27  159.220001  2580.100098  299.839996  2792.750000\n",
       "2022-01-28  170.330002  2667.020020  308.260010  2879.560059\n",
       "2022-01-31  174.779999  2706.070068  310.980011  2991.469971\n",
       "2022-02-01  174.610001  2752.879883  308.760010  3023.870117"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "close_df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Everything works as expected. \n",
    "\n",
    "Just as we did earlier, we can use Pandas' pct_change method to get the daily returns of our stocks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "rets_df = close_df.pct_change()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Symbols</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>GOOGL</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>AMZN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-01-26</th>\n",
       "      <td>-0.000563</td>\n",
       "      <td>0.018104</td>\n",
       "      <td>0.028493</td>\n",
       "      <td>-0.007954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-27</th>\n",
       "      <td>-0.002943</td>\n",
       "      <td>-0.001764</td>\n",
       "      <td>0.010549</td>\n",
       "      <td>0.005509</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-28</th>\n",
       "      <td>0.069778</td>\n",
       "      <td>0.033689</td>\n",
       "      <td>0.028082</td>\n",
       "      <td>0.031084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-31</th>\n",
       "      <td>0.026126</td>\n",
       "      <td>0.014642</td>\n",
       "      <td>0.008824</td>\n",
       "      <td>0.038864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-02-01</th>\n",
       "      <td>-0.000973</td>\n",
       "      <td>0.017298</td>\n",
       "      <td>-0.007139</td>\n",
       "      <td>0.010831</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Symbols         AAPL     GOOGL      MSFT      AMZN\n",
       "Date                                              \n",
       "2022-01-26 -0.000563  0.018104  0.028493 -0.007954\n",
       "2022-01-27 -0.002943 -0.001764  0.010549  0.005509\n",
       "2022-01-28  0.069778  0.033689  0.028082  0.031084\n",
       "2022-01-31  0.026126  0.014642  0.008824  0.038864\n",
       "2022-02-01 -0.000973  0.017298 -0.007139  0.010831"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rets_df.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's try creating a scatterplot to visualise any correlations between different stocks. First we'll visualise a scatterplot for the relationship between the daily return of a stock to itself."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x292c30f70>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot('GOOGL','GOOGL',rets_df,kind='scatter',color='green')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As expected, the relationship is perfectly linear because we're trying to correlate something with itself. Now, let's check out the relationship between Google and Apple's daily returns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x292e23d60>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uQ87dOva0dQ8LujVPbOaSMxq47cktI14Dcyo+OWZyfl4zU89KyRa5MY+UvBRPd45yf8ewx6xYPIv7n99JaZGXqdVlw7p1zKgtA0+AH37iBFZ/fB7f+NBxTK0uxdfrx+PRNbBE6SBVyRaaoUnWimdjsr+/n6Vz6zCXN9G8u43X97Rz59Pbw9fC5k6tGtStY0ZtGV8/y/D89oODrnt97QPHcdez2/F60DWwBOkgVckWCjTJavHsK/N6PRwzeRxHT6xgztQq3n1M7aDwiwzFsqIC1r22l1/8ZeugGcWP/ut1fvbZkzi6tjxcHSnxSfVBqiLJ0pKjuEYo/BY1TKRh0rhwKEXe3tnTjz/gvHestNDLzInjsiLM/P4AW/cdZsMb+9m67zB+f2CshxRVMo2bRdJBMzTJK1OqSinwOO8dKy8uYMMb+8e8Si/XiizUs1KyhWZokldm1lYwb3o1K5fMGjSjuHbZ8ay4+x98+vZnOHvNeta+sjupWVEqZla5WGQRbXYskkmaoUle8Xo9vG/WZCqKC7nxEyfQ0d1HdVkR169tZntLF5B8P8ZUzaxUZCGSHAWa5J0drZ1c/Ku/h0PjssXHhsMsxNfrZ3tLR0JLZ9FmVokGY6wiC21gFokuY4FmjPECPwVOALqBS621WyLu/wLwRaAPuNZa+4gxph7494FxeoDl1lqbqTGLOznNgJwC5B9vHaSr1x/3DGu0M6tQWB3q6uH6c+fxL394edBMr76mPKeurYlkWiavoS0DSq21pwNXAjeF7jDG1AErgPcAHwKuN8aUAN8HbrXWvg+4Drg+g+MVF4m8tlVeXDhos3WoH+PQzdm/e25nQteuQjOrSPGWr4eWKy/+1bNseOMAP173Opec0cCKJcfyi4tO5qzGKexo7cy5a2simZTJJcczgLUA1tqnjTEnR9x3KvCUtbYb6DbGbAHmA/8MHIoYq2+kF+nu7qa5uTmlAx+Jz+fL+GumSi6PHeIbv7eggOb2Eq584NXw5urvf2wuVz/4Cr5eP62dPcysKeE/PncST73ZSiAAdz69nV2Hgn/d3tx9gO79bw17zg5vBa2d/UwoL6DcHwyVG5bNCb9OaZGXG5bNobf1HZr39zt+b3VJBfb11weaLL/EJWc0hBsy3/ZkcAGjtMjLXZ+fH7VvpdP4MiUf/v5kk8bGxoQe39nZmZLXzaafUayfQSYDrYoj4QTQb4wptNb2OdzXDlRba/cDGGMMcCPBWV5MJSUlCf9HH63m5uaMv2aq5PLYIb7xb913mCvvXB8Og+0tXdz65BbuWb6Irt5+Jo0rpcALe9q6+eX6rcOWHo+um0DDpPrwbbGKP2YB8+tro5av9/X5+eOmXVxx30uDvndSZXG49ZZTaPV4Szh6qvO1taHjy6R8+PuTqwKBAA99dcmon6enz+/4M8rGLvyZDLQ2oDLia+9AmDndVwkcBDDGvJ/gtbeLdP1MkuF0bWt7Sxddvf2cOrM2HE415cVxHQUzUvFHtM4mfn+Av21tCYdZ5Pfes3zRoCVPp4KQyGNrdFSNjCRV3fajycYu/JkMtKeAjwL3GmMWAS9H3Pcs8G/GmFKgBGgENg2E2S3AUmvt9gyOVXKUUxVgrKrByHDadcjHbzZsZ/mZDZx41Hhm1FY4VhEmW/yxraWD57YfcPzeAx09XHfuPG5Z9zorFs8adKhpKLS0gVkktoQDzRhTbq1NZmH2D8AHjTF/I1ixeLExZhWwxVr7kDFmDbCeYKHKt621PmPMj4Fi4NfBVUestfaLSby25IFoS4FnNU6JOrN55s2WQQGz65CPNeu2cPfy06KG0+RK54CcNC528ceeNh/+QPSKyt89t5PzT57OsVPGcc8XFtHZ2z+sND+e3pYi+SqZGdp/EyziSIi11g98acjNr0Xcfztw+5DvOSGJ8UkOSeW+qmhLgY+uaIo6s0mmsW6Bl2FLkyuXzKJghMsJU6pKefjFt4fNwFYumcVvNmwPh2lpkZdHVzRxQn1NUj8HkXyVTKBpfUNSItU9C0daCnSa2cysreDWC0/kpZ2H8AdgXHEBJxw1nj1tvvD9Q8cSWpq85IwGPB4IBOA3G7ZzYv14Zk6MPnOaWVvBFUsbWb22mUvOaKDACyfV13Dl/S+HKyqHjjlVtCFb8kEygZa9bb8lp6Sqs0bow7qrt5+VS47l3ud2hgMinn1gPX2B8HEykTOm0JlqQwN2SlUprZ094bL6eF8nfA2srjI8U2xra6O1s2fQ41J99EquNTsWSVbUQDPGXM/w8PIA09I6IskbqehZ6C0oGPZhPTSQYlUBOoXqLes2c8kZDdz25BbHgB1NteHQa2C29Z20Vy6m6hcHkWwXa4b2WpTbv5WOgUj+ScXBkMENycMD6dcXn8qUqhL6/fDMmy1Rl9miharHc+TPQwM2ldWGoRO301m5qGbHki9iBdpvgQ8Dh621/52Z4Ug+ScW+qmjdM/yBADsOdPHc9gP4A/Dwi29zxdJGx+VDp1ANBI782SlgU1Ft6PcH6CqqCgfuqTNr07IEqBOlJV/ECrSfAtXAOGPMSdbam2I8ViRhqZjpTCgvcPyw7u7z86XfbgwH5YrFs1i9tpnZdZWDQqi+ppzV580f1LkjtGSZzo3LR65rvZT261rakC35IlagzbHWNhljioDHiGgmLJIqo53plPs7hn1Yrz5vPtc8tGnQMuSaJ4LXxSKX2fz+AI837+HmP9tw1eGpR09gWnUZJ9aPT+vG5Tf3Z+66ljZkS76IFWi9ANba3oGjX0SyjtM1qJaObsfzzQq8DFpmiyyWiGwE/OiKJhY1TIzv9Ucoh3e6H6B5V1tGr2tpQ7bkAx3wKTnP6cPaaRlyYX0N9TXl4dtGUyzh9wfYcaCD53cc5FtDzi0LLRtGK5c3UyrZvLdd17VEUizWzOsMY8w7xphdwHtCfzbGvJOpwYkkI3TNKLLZ79XnzOHWJ17n8eY9+P3Bio9kzy8LBdX9/3g7HGYw/HyyaOXy2w90cO9zO1mxePAZbNedO2/U17Uiz33buu9w+L2K5IOoMzRrbbHT7caY6ekbjsjoeb0ezmqcwn/871PYsLWFfj/c+sQWdh3ysemdF5i2fBGdPf1Mrizl1gtP5LK7/jGsWCLWUmIoqC5taog5w4s2A6woKaS1s4c7nz7SbcTrgYX140d1XUsbqCVSIBBIa0f8nD4+ZqDz/WUET5WuS9uIROIUKnvf8Mb+YaGzo7WTDVtbWLNuy6Dv8fX6Wffa3nDPxJsvWMBjK5rY1tJBeXEhU6pKwsUi0YIhMqhiNSmOVi4/pbIkXMhy25NHxlE/YXSzM22glkjpPD7m7uWnZ12YwQiBZoypAP438GWCIbYCuDD9wxKJbaSy91id7fsHvgx94P/iopP58v97flCV5M1/tlGDIRRU923c6dhoONSkOFq5fP2ECuonVDB7RRNv7j7A0XUTUlJ1mIoN1Or5KLksVuurnwCLCR77ci6wxlp7V6YGJhLi9CE70mwkWmf7FYtncefTR47W8/X6B51R5uv1c8V9L7FyySwOd/eHO4bct3FnOBgig+rOp4Pnp9XXlLO7zTeoSfFI5fINk8bRvf+tlJ02PdoN1FqylFwXa4Z2BrAReAZ4AzUlljEQ7UN2UmVxzNnIzNoKVn3QDNpjdsqMCVz14ODO9pEztpCa8mKqyoqGHQ9TVxUMhlBQTVu+iHWv7aXfDzf9+XV2HfINC5BMlsuPdgO1liwl10VdBLXWngj8HPg4YIHjjDGzMzUwEYj+IVtc4I1Zoej1evjI8VP5/sfmUeCFfj/css5y+ZDKwtXnzeeRl94e9Dznnzyd7z/y6rD+kJHB5/V6mDdtPLPrqrjjr1vDYTaWHThCQfvoiibuXn4aj65o4qzGKWxr6Yir6jHWkqVILoh5Dc1a+zfgb8aYSuAzwMPGmJnW2qKMjE7yXrQP2c6e/hFnI4WFXs44diLTa8rY2+7jvIXTqK8pZ2F9TXgJsL6mnKIC76DnOW5ypeNr7jvs45jJ6WlSnCqRM8JElxDV81FyXbxVjrOBdwOVwOPpG47IYFErBatKOe3oWuo+P58eb0nUMHFa8hv69dBQCkQpJgl9sDtd00u26MJbUJDUzyUeiS4hquej5LpYRSHFwKeBrwDdQBVwtLW2K9r3iKRarA9Zr9dDWW8bCxsbk3ruULi0dHRTXHCkw/6MCeVRX3M0hRNO33vDsjnM8gfSMqtLtOoxG2ecIomINUPbBvwn8Blr7WZjzGMKMxkLxYUelp/ZgD8Q3IBcXDj6D9hQuKxe28wnT64fVAl58wULOKtxCo86fLBv3Xc46cIJpxnTlQ+8yvz62rQUXSSzhKiej5LLYgXajwleN5tpjPklwdOqRTJqW0tHuJNHSKiB8Gg+dEPhcskZDeEwgyMBFXr+yNfw+wPsa+/m0qYGIFjKv+uQL+69Xpk+aFNLiJJvYrW++gHwA2PMe4FLgVOMMauBO621mzI1QMlv6QqB0PN6PMT1/E7LhaE9ba2dPXEVTmS66EJLiJJvRiwKsdb+D/A/xpjxwEXAncCJaR6X5KmhRROTK9MTApGNieN5fqflwjVPbGb5mQ3MrquKa9bjNGO6Ydkc6mvK2brvcFq6c2gJUfJJ3L0crbUHgZ8M/E8k5ZxmQbdeeGLCy2bxtG8Khcvqtc3Duok4PX+0meKJR43nvcdNjiuAnGZM/W17YvaNFJH46Tw0SVqq+/45zYIuu+sfrF3Z5FigEW0sff0BrnrwZba3dEUNiHC41FVyoKObewY68Ed7H9GWC2fE+Z6H/qxOnVmL1+vh+UOH1J1D0iKd3fZT2Wk/lc+lQJOkpKPvX7RZ0O42H4saJkb9gI91fWvXIV/UgEhkOW7ocuGM2jK+/7F57Gnzhe+P9r5j/axaO/szWiii5sP5I53d9lMplaGrQJOkRNu0O2dlE/4ASX1ghmZBNeXFfHzhdDweKPBAXVVpXOeTDb2+dckZDdz25JaoRR6JfLBHLhce6Ojm7YM+lt/5XFxhHmuD84TygowViqj5sLidAk2S4jSbqikv5vkdB8OnOCf6gTmztoL/e9FCdrb6wr0US4u8HDelii37Dg87iHPp3LqoYwlVMMLwgEj0g31o+NWUl/DZO54dFlDm8qZBrbFi/axCIVvj78hYab2aD4vbZd8JbZITIqsEQ84/eXo4zODIB+a2lo64n9eDd1hj4H/+3Qu8tPNQ1Od1GktpkTfcwmpoQET7YHcaZyj8zl6znk/f/gxnr1lP8642x4B6bU+bY/PfaOObXFmKv79/WEPhdM2Y1HxY3E6BJkkJXVOKLH2P1tQ33g/MbS0dg84mi3yOoTkR+bxOY1l93nzebyY6BkQiH+xO4bd5b7tzgPpxDEWn8UWGbOhaXug6YbqW/2IFq4gbaMlRkuJUgj5SU9+RxDpleuhnfOh5u7udx1JfU86O1s5hRRt+f4C+/gAzass4Z/608LLkwy++7ThOp/C797mdXH3OnEHLoisWz2LnwU4mVhY7Fp9kwwZndQ4Rt1OgSdKGVgn6/YFRfWBGO2X6unPnMbW6lOKCYJn8roOdNE6tpr6mnM37h48lsk/jOfOnhQ/3PL2hlh2tndyyzvKlM4/le4+8En6N73/seOpryh3HNDRgWzt76PD1ctn7j2XSuBLKSwrZdbATIGp4Z8MG52wJVpF0UaBJyoz2A9PplOl576pmT7uPi3/190GzoasefJlVHzTUFFdSsu/wsKrHf//rG1yxtJHXdrfhDxB+/LvGl3Jaw6RwmEFwGfHqBzdx0oyaYYETbVZTUeLl1XfauebhI6F47TLnUMwm2RCsIumiQJOUSvYDM1RJWFbk5etnzebtg520+/qxe9q5daD0HgaX5F9x30tcckYDy//z5UFVii0d3Zy78Khh+9Ju/rNlzadOpMAbf//GbS0dTKosHrbx+s39HXzxzucHjeuqBzaxsH54KIpIZijQJC0S2ecVbWP0/c/v5LyTpkctyY/8/1D5+czaCjx46PD18sNPnMDbrV1Mqylj18FOvn7WbHr6/ZwyY8KI1/qilfafdnSww8fe9sx2zheRkanKUQbx+wNs3XeYDW/sZ+u+w45l6PE8x9BS97Wv7I76XNE2Rn984XQKPMQsyTdTKrls8bHUlBdzoKObJ+went9+gIrSIr7x+xe5Ye1rfOP3L9Lnhxsff42dB7o4pb6G1efNj1p1GG1M8WwVUMWgyNjRDE3CUtVJItENvNHK6OdPq8LUVWLqqobN3u55bgcrl8ziukebae3sYeWSWZQVFfD3ba109fZz839tdlym/Jc/vMykqhI+cvxU5k2rZm+7j0njSinwwjNvtoRnk9E2ju9r72ZPW/D64K0Xnjhss7cqBkXGjgJNwlLVSSLRM8ycKgln1JZRO66EXYd8mCmVrF3ZxK5DPipLC2n39VE7rpj9h7vDz33333cwb1o1t6zbzKVNDTGXKd9p7WJHdScNk8Yxs7bCMcTNlMpBY5paXcrnTp/B5//j2UGPW7uyid1tqhgUyQZacpSwVHWSSHQ5bujG45NnVHP54ll89o5n+PTtz/CRn6zn1V3tnDJjAjsOdHHxr/7OFfe9zE+e2MJFi2Ywf1oVnzy5nncOdoXHH2uZsqy4MPyeooV4gZdBYzr/5Oncsm74ydb+AGnfEC0i8dEMTcJSdaJyrA280YpFls6tY9ryRTyztYWGyZVcdtfzw8LjnuWLHK+1/d+LTmLj9lYqSwspLfJy38adw/ayhZYpV33wOHYd7GTuu6qA2B3+z2qcwj3LF7HrkI8Cr0dFIJJT0nl8TCrFc3xMvEfMKNAkLFWdJKLtR/P7A/xx0y6uuO8lxybDvl4/1WXF+Hr7qSkvZtehIzNDX6+ft1q7HENl4/ZW1qzbwozaMq756Fy+9/Ar3Pn0dpaf2cAxk8ZRUuBl24EOPrZgGpMqS5hQURR+T9FCfNK40kEHb65ccmzGuuKLpEKuHB8Tj3iDWYEmYansJOHUReRvW1vCYQaDj5x5dVf7oCBduWQWv9mwPRxqkUuGQ0Olf+DL7S1d/Px/tvCDT5zAlr3tnDSjhu88uIntLV2DHv/Hy5vCbbACAbjxEyews7WTANDV288pMyZQWMCg2eC9z+1k5ZJZ4WVHFYGIZB8FmgySrk4SsRoP72nrHraUeMu6zSw/s4E167ZQWuTl6nPmcPtf3ggvJdaUF3P+ydM5qqacve0+plaXsuuQj+0tXWzZ205ZUQHNu9oGhVnoufcd9nH0xOHFICuXzOJ3z+3kF3/ZynXnzhs0S9x1yMdvNmzn1xefSoCAikBEslBGA80Y4wV+CpwAdAOXWmu3RNz/BeCLQB9wrbX2EWPMROAuoAx4B7jYWtuZyXHL6MVqPNzR0+cYdNOqy1ix5Fhm11Xx8//ewr7DPfgDAVZ/fB59Afh2xLlroROqWzt7eM8xE/H19dPR3Rd1mdCpGOSWdUcOBf3WH14OB2pIcaGH0iIvnT39af5piUgyMl3luAwotdaeDlwJ3BS6wxhTB6wA3gN8CLjeGFMCfAe4y1rbBPyDYOBJjolsPDz0mJcZEyocqxJnTqxgyezJrF7bzL7DPVy0aAa3PrmF1/d2hMMMjhSHnH/ydG6+YAEn1dcws7acQABWLhn8eqFlwmjFIPU1ZVy2+FgubWrg+GnV4e+dUVvG5Ytn8clfPB3XZvFIqdisLiIjy/SS4xnAWgBr7dPGmJMj7jsVeMpa2w10G2O2APMHvue6gcc8NvDnH2VuyJIKM2sruGJpI6vXNocbD5/eUMukcSUc6Oxm9XnzhxWLnDJzAkC4yXCoajG0nyySr9fPiUeN573HTcbr9dDvh3/+3YvUlBdzyRkNeDzg9cCcqZV4vZ6oxSAVJcF/EgWegY3mA/vMyooK+OQvnh52/c9c3oTHQ9QWX6narC4iI8t0oFUBhyK+7jfGFFpr+xzuaweqh9weui2q7u5umpubUzfiOPh8voy/ZqpkcuzHlBTwo3MNrV39TBxXxJutHeEu+jNqy/j5ZxbS39tDTZmXCn871h4Mf1/h1HHDwmfo19WFfVj7Gt6CArb3VODr9bPrkI/bnjyybHhCXTld+97CW1DA9ecez7/8YVM4aK756Fx++PhrbG/pCl9Tm1oB1d0HeedwhWOIvvLOQb5535GlzxuWzaGxsht/f3BZsqd0PK/tbuPSpgYA7tu4k1X3vkDd5+dT1tuW0393ILf/7kPujb+xsTGhx3d2uufqTOi/U6yfQaYDrQ2ojPjaOxBmTvdVAgcjbu+KuC2qkpKShP+jj1Zzc3PGXzNVxmrsW/cd5sp/Xx8Oie0tXXzp/z3PPcsXMW/a+GGzl6J9h8Mh5rTP7Lpz5zFhfDXTx0/l8eY92N1tjqFXVFKKOXY6Xq+Htm0t4dnbqTNruDqiIjJ0TW3hxadyQmMjJRGvH/l8W/Z1DJq1XfnAqzw60FnF7w/wwAtv84u/bB12ra/HW8LCxsac/rsDuf13H3J//CMpL8/u44wSEc9/p0xfQ3sKOBvAGLMIeDnivmeBJmNMqTGmGmgENkV+D/BhYH3mhivpEu0a1rrX9jpem6qvKef6c+dRWuRl1yEf9zy3g5svWMDXzzqOX1x0Ej/8k2XpLet5+KV3WL22OXyqdOT1sxWLZ3H1gy+HGwzXVpRwx1+3cusTW9h10OdYEdnZE/x9a2g3k1CI/u65ncO+J7ILybeiXOvT/jWR1Mv0DO0PwAeNMX8DPMDFxphVwBZr7UPGmDUEA8sLfNta6zPGXAv8eqACcj9wYYbHLCkS2SWkvLgw6p6yof0j/f4Ajzfv4bFNb3PbhQt5cedB+v2wem0z//S+Y9nd1sVnTqvH1+dnW0sHnzqlnt9s2M6E8mK+99G5lJcUsrO1M7yvLdTdI3Ij+f6Obsfx1E8I7jNz2qPn9QRPr44Uudk6WmgfN6VS+9dE0iCjgWat9QNfGnLzaxH33w7cPuR79gBL0z86SaehxREzasu4dtnxXPXApmHLcb5eP9sj2mN5PUc2Oe8+1MOX3nsMvf4A3zhrNvdtfItTG2rDh4CGroV96cwGvnbvC4P2q312UT33PvdWOHAiQ+pARzdHnTefb0YUptx0/gIKvLDhjf3hgo+hm8VjdVaJVnjSWFelghCRNNDGasmIofu+trd08ZMnNnP3Fxaxs7WLju4+9ncEu+fPqC2jo7ufjTsOUuCB46ZUctzkcTQdNxmPB/oDcPOfLdtbuvjK+48d1jT4ew+/wvIzG6gpL+aiRTMGXWu7dtnx1Nccua4QuZHc7w9wfMSRMm+2HGbpLeujVieO1FmlvqbcsXrz6ImancWSyOGwIpEUaJJWoQ+n1/e0c2lTA/dt3BnuvtHTF2Dr/iPXmUqLvHzrw7MpKSrg679/cdBtnz5tBt97+JXwbVefM4d2Xy/gXMLvD8DHF04Ph1no9qse2MTC+hrHTiiR4bZ13+HwWWdTq0v5+MLpvLa7jWnjy5g3rXpQqDl1Vgktk978ZxvepnDyjAm8u6FWH84xaJuDjIYCTdLG6cMptKy465CP80+ePqxoYn9HT7gqMNZt33/kVZaf2cCUqlJm1JYN69fo9YAf57CLp0N+6PrX1OrSQbO8X/xlK6vPm89Hjp9KYYzu35Ez0tC2gdIib7gCUpyl6kw+yZ1u+/FQt30Zc04fTqGTo+/461aOm1w5LHD8geEh5HRbaBb2/Ude5UcXLOBrEaF50/kLKCny8PLOQ3F3yB+6zDW1Onj9y2mWd8V9L1E7rph3N0yMOmtI9JBTCdLPLXVyudv+0CCOJ8xAgSZpFO3Daf60Kh5d0eTYPb/AE99toe77oRD74+VN7DscvI5VX1POzoOd1JQVc9SECq564MiS5urz5tMycK0udG0m2jLXrReeyEs7Dzm+h92HfOw40MHMic4fsqk6Wy7f6Ocmo6ETqyUt/P4Aff0Bxx6Ns6ZU0jBpHEdPHL63a970aq5ddvyg246dPI6bzh/8uBWLZ3H/8zspLfIyo7aCYyaPY1HDRGbWVvB48x6W3rKey/7zH+xr9/GjCxZwz/JF/Mf/PoWb/2w5/+dPD+rFGG2Z6+jacXygcYrje9hxoJM9bd1R37/TvjUdNzMy/dxkNDRDy0J+f4A393ew/UAHFcWFTKkqoX5CblV6bWvp4KoHXx7W0WP1efPDH05OVYIFXvjTpt388BMn0NnTx772bm583HLz+Qu4d/kidrR28fqe9nBn/RuWzaG+ppyt+w6H97etXtscrnCMPL9s5ZJZ9PQFN2xHXpuJtczV0dM37By0r33gOH71t22ceNT4qO8/lWfL5RP93GQ0FGhZxmn5a+WSWcyaMo7FZkrO/MPe0xbsvHHn09vD7aVKC71MH1/GM2+2DCrHjiybf+CFt7n5v46Ex4rFwRB68vV9/HL9Vm698EQ+dsI03n1MLZMrS+lv2zPoZOnQ9/gDgWHXviKPhwndtrfdF3WZq7y4gIt/9fdhDY79gQCtnT3hTdfRpOtsObfTz02SpSXHLBPtnK6Xdh4Kt2zKRkOPSAkVVYSaA9+3cScFXg+fueOZqMevxGoVFbpedtld/8DjgUUNE2mYNI72QKlj4cmkcSWOsy5PxO8DoWsz0Za5evr9gxoc3/rEFtas20JXbz83X7CAGRPKs/JYGB1XI/lKM7QsE235yx8gbZVeo93IGquoIrSX6/yTpw/bAD20HHvoew/t/zpm0jh2tnYytTpYGLDrUHDZcWp1GQd9fsefV0Wpc2ut0NuKvDYTbZlrW0uH43MsmT2ZuVOrh80Ms2G/lPZxST5ToGWZaMtfXg9pqfTyFhSM+gMwWlHFHy9v4tGBa1QHO3tHLMeeXHnkvQ/d/xW6dlVW5OWSXz8Xvu1nn1no+POaWVvOdefOG7Rp+6bzFzCjtow5U6uYWl3G3KlVMTdIR/Z6jPzZzJs2Pmv3S2XruEQyQYGWZZw+REPX0NJR6dXhrRj1B2C0WeW+wz5OnVlLu6+Xp7e2jFiOXeAlXIDhtP/rR//1OsvPbBh023cffoXrz53Hv0QE180XLGDO1GrmTK1mwVHjB7Wy+sTPN8Qd3LEKFLJ1v1S2jkskExRoWSb0IWoub2LHgQ7Kk6hyTGQJsbWzf9QfgNFmlZPGlbL2ld28truN3z3nfIZZZEjvOuTjNxuCRST1NWVRl14jbW/pYnx5IY9GqYpzamUVeq54gjtagUK27pfK1nFJkPpUppcCLQt5vR6OmTyOYyYn/ht1otdQJpQXJP0BGPmP8/aLTuaqB18On/Z88wXBTvWr7n2BS5saaO3sGVTx6PXAwvrBB3lOqSqltbOH257cwmWLj3UcV0VxAV95/7Hh4o6HX3ybCRUlI1bFjWbm4vQhFG05cqz3S2XruETXNzNBgeYyiV5DKfd3JPUB6PSPc/V585k2vpQJFSXMrK3gmTdb8PUOPmH6tie3hF+jfkLFoLCYXFkaLiS5b+POYfu/bjp/Af0BP9/8/ZHu9f/6v46nuqxo0BEvTh8OoZlLTXkxH184HY8n2IGkrip2cMf6EMrG/VLax5W9dH0z/RRoLpPoTMTf3z/oA3DSuODm5qF7xYZy+sd5xX0vDWq+GwqRXYd84dlZgReWzJ7MvGnjARzDYu3KJna3+airKuWsOXXhllZeD+HjXEKv+Z2HNrH8zAbWrNsS8zfembUV3HrhiWzec3hQSJq6qpjLuSN9CGXjfint48pOur6Zfgo0l0nmGkroA3BmbUXcSyLR/nFGHsxZX1Menv3tOuTjjr9uDVcJer0etu47HH6toUe0nDrzyDErR08MltC/trs95nW1aL/xhmaBlSVFI24dGEofQpIqmb6+mcvd9uPtrj+UAs1lRnMNJZElkWj/OP/x1sFBs6WzGqdELdiIdURLKEjhyCzu0qaGqE2KQ4Ho8cC+w92OjYcvbWpIOJxUZCGpkunrm2PRbT9VAZpMmIECzXVGcw0lkdmI02nMK5fM4jcbtoe/b9W9L4SXIJ0CIxQWTiX6q+59gWnLF1FdVhT+AIi8Fhf5mo+9vGtQIP5y/ZFAHBrSiYaTiiwkVXR9M/0UaC6U7DWUeGcjfn+A/968l3cOdvG9j86lorSQ2ooiVt37Uvg0ahgehkOrBUNLkq/tbnMM0nWv7WVmbQU15cXsOuQbdC1u/rQqjp1cyeu7Wnnf7MmOgTi08bBTII4UTvoQklTS9c30UqBJWLyzkR0HOoYVV3znnDkUFw7+kI8Mw2jVgmc1TmHa+LJBJ1KHvrffD9/6w8vhog8gfC0uNPPrO/gOJUeNjzqzjAzpUCAuP7OBE48az4yB8vuRwkkfQiK5Qc2Js1wmG82GZiOPrmji7uWn8eiKpigFId3Diiv+9ZFX+e7/GnyOWWQYRrs+t6O1k3nTqoc1Bw6dd+br9XPclMqoz+vv72dmbYXjmWVOjYdbO3uYXVfFe4+bTMOkcZppibiIZmhZbCw2YsYzG+no6XOcEXX39rP8zAb8geDG6cgZW7TGw6/vaQfgrMYp3LN8Eete20u/H+58eju7DvkoLfLSWFcVtbAEYs8stWQokj8UaFksWzdizphQ4Xit7c39HeGlQYAZtWVMqiihs7ef8uIj3e+dGg+Hlh/fPugbFkxHTzxybpqTkUJLS4ZquST5QYGWxbJ1D9TRE4fPiP7t3Hnc+CcbfszU6lI+eXI9n7z9aXy9fmbUlnHtsuO56oFNUasaQ0uc8c6m/P4AXUVVg7qE5HNoRaOWS5IvFGhZLFV7oFL927nTjKi1o4fWzp7wY4aG1vaWLn7yxGbu+cIidrR2OQb1njYfXg/sa++ms6efQIzLhUc+pF/Sh/QIsnWmL5JqKgrJYtFOUk5kD1Tog//sNeujnhSdjNAyXujk6NpxxaxcMis81gIvw0Jre0sXBzp72LK33bGIA+CxTbv5/H88y//51XN85CfRxxrtQzqbT/UeK7Fm+iJuokDLYvFWHcaSqQ/+6ePLmV5TxvIzG7hs8bGDKhNDSou8lBcXcu/AUTKRQX3tsnm88NZBx9ZUTmPVh3T8QjP9SOp2Im6kJccsN9qChkxdh9vR2smNj1vOmT8NjwfeOtDJqg8ex81/fn3QkuCUqhLHo2SOri1nW0tH3GOdWl3KiiXHhvs43rdxJ62dPfqQdqBuJ5IvFGgul6lehHvafGxv6eK2J49UOU6tLuXXF59KgEC4wAMIf7hGHiVTO66YAk98ran8/gCv7moPb8ZO96neuU5bFyRfKNBcbrS/ncdbUOIUnK2dPUyqLBk2uxr64VpfU872A53MfVc13zlnDv/6yKsxx+q0jHrLus388fImfUhHoa0Lkg8UaC43mt/O+/r8/HHTrkENiGOdNxZvcEZ+uA4tKZ9RW8bPPnsSBALUT6gI70GLFG0Zdd9hX1KnfIu40VgcH5PssS+pokDLA8n8du73B/jb1pZwmEHscu9kg3PobGt7Sxdf/u3GQQeFDqUjXURGNtrjY5IJw7EMM1CVo0SxraWD57YfSKiScGgp/2iPrIkmFdsZEpHJfpoikjzN0MTRnjYf/kDi54clKtkTtkOzwTd3H+DouglJFzmMdI1QXTZEcodmaOJoSlUpD7/49rD9YqvPm5/SmdCoZ1ujmCzFs+lcG7hFcodmaOJoZm0FVyxtZPXaZi45o4ECL5w8YwLvbqhN6cwkmWtvqZo1xdMSKlv7aYrIcAo0cRQOmrrKtO9dSrRoJd7ehCMtJ8YTVipAEckdCjSJKlN7lxJtnhxPEMUzi4snrNRlQyR3KNDymNPxK5kudEhm+TCeIIpnFhdPWMW7JKrzxkTGngItT2XL8SvJHG0STxDFM4uLN6xGmqmqElIkOyjQXCSRWcJbrR34/QG+99G5lJcUcvtf3hiTM7KSKbqIp2w/3mtfqVhW1XljItlBgeYSicwS+vr8PPNmK995cFP4sdecM5f/fHZ7xqv3ki26CAVR9/63aJhUP+z+TF77UiWkSHbQPjSXSGS/1Cu7DoXDLPTY7z3yCsvPPCbj1Xvp6vqRirPk4qXzxkSyQ8ZmaMaYMuC3wGSgHfi8tXbfkMdcA3wE6AO+aq191hizAPgJ0A90A5+z1u7J1LhzRSKzhF2HnB8bgIxX7w29jjVpXCkFXnjmzZZRF1dkqkpTlZAi2SGTS45fBl621n7XGPMp4CpgZehOY8xC4L3AacBRwH3AKcAtwOXW2heMMV8ErgBWZXDcOSGRpbup1WWOj62vKRtxQ3M6KvlCwTOztiIniyt03phko9F22x/rzvnJyGSgnQH8YODPjwFXO9z/uLU2AOwwxhQaYyYBn7LW7hp4TCEQvWttHktkljB3ahXXLjueqx44cg3t2mXHM/dd1VGfPx2VfEMD0uvBcdl02vJFdPb0Z3U5vM4bk2wTb7f9aKGXa2EGaQo0Y8wlwNeG3LwHODTw53Zg6KdnFdAS8XU7UG2t3TLwnO8GLgPOjPXa3d3dNDc3Jzny5Ph8voy/ppNjSgq46/Pzae3qp6asgAp/O9YedHzsCeOLufPik9jb3sPkymLGB9rZvNlGfe6uoqpwiT8cCZu6z8+nrLct4bF6Cwpobi/hygeOHOZ57cfmUlNezK5DR35n8fX6WffaXtasC55ufcOyOTRWduPv7w/enyU/+2Rp/GMr18bf2NiY0OM7OzvjepxbfgZpCTRr7R3AHZG3GWPuByoHvqwEDg75traI+wc9xhjzSeDbwEeGXncbqqSkJOH/6KPV3Nyc8ddMlebmZhobGgle2oxuwxv7Ha+7dXtKWJjEe9+67zBX3rl+UEBe9eArLD+zgTXrtoQfV1rkpd9/5PWufODVQWel5fLPHjT+sZbr4x9JeXl5XI9zy88gk3PKp4CzB/78YWC9w/0fMsZ4jTH1gNdau98Y81mCM7P3WWu3Zm64Eqm8uNCxkq+8uCCp54tWxHLclMpBFY8rFs/i/ud3DnpMrLPSRCR/ZfIa2s+AXxtj/gr0ABcCGGN+APx+oKJxPbCBYNB+xRhTAKwBdgD3G2MA/sdae00Gxy1AT38/KxbPYs0Tm8NLhCsWz6K33z/yNzuIVsTSWFfFowPFFWVFBay4+x+DliBVDi8i0WQs0Ky1ncD5Drd/M+LP3wW+O+QhE9I6MIlLbUUJ9zy3g0vOaMDjgUAA7nluB0uPr0vq+aIVsRw9sSJcYOH3B7hiaaPK4UUkLuoUInEJnY+WqnCJp9Rd5fAikggFWhq4sfN6OsIlnlJ3lcOLSLwUaCnm5s7rChcRyWa5t3MuyyXSUzFV/P4AW/cdZsMb+9m67zB+fyDux3oLkqtSFBHJNpqhpVgqOq8nsmSZyIzQ6bE3LJvDLH8g52ePIiKaoaXYaDuvh0Ln7DXr+fTtz3D2mvWsfWV31FlXIjNCp8de+cCraZ09iohkigItxUZ7HEqiS5axZoSjeWwqJbIkKiKSLC05pthoqwETXbKcUlXKjNoyzpk/Dc/ASzz84tuOM8JkD9McDTcXyYhks3i77ediV/1oFGhpMJpqwERDp76mnMsXzxrWOb++ZngPN6fNzDcsm5PWjcrRZpyzI/oxikjqReu2PzTk3BJmoEADsmvfWKKHRe5o7QyHGQw0+X1gEwvra4YFhtPssbf1HSDYLDgd7z8VRTIiIvHI+0DLtiWxRJcsEw2MobNH20pa3/9YLHOKSH5yz1wzSWOxb2wkodBZ1DCRhknjYgbLaKsqO7wVaX3/oy2SERGJV97P0HJ9SSzRJcqhWjv70/r+1Y9RRDIl7wMt15fERhsYE8oL0v7+1TJLRDIh75cc3bAklsgS5VDl/o6cf/8iIqAZWt4vifn7+/P6/YuIe+R9oIGWxPL9/YuIOyjQJKps2p8nIjISBZo4yrb9eSIiI8n7ohBxlo3780REYlGgiaOx6swvIpIsBZo4Gm0HEhGRTNM1tByV7oKN0XYgEZGxFe34GDcdFzOUAi0HZaJgI9/354nkuniPj3ETd8a0y2WqYGM0HUhERDJNgZaD0lGw4fcH2LrvMBve2M/WfYfx+wOjHaaISEZpyTEHpbqhsvaciYgbaIaW5ZxmTqluqKw9ZyLiBpqhZbFYM6dUFmzk+plwIiKgGVpWizVzSmXBhvaciYgbKNDGWKxijEx163DDmXAiIlpyHEMjFWNk6jTtkfacqeu+iOQCzdDG0EjFGJmcOUVbwgyF7tlr1vPp25/h7DXrWfvKbpX1i0jW0QxtDI1UjJEN3Tqihe7sFU0qGBGRrKJAG0PxLCmO9WnSqoAUkVyhJccxlAvFGKqAFJFcoRnaGMqGJcWRqOu+SG5St33JuLFeUhxJLoSuiAwX6rY/NNTcGmagQJM4ZHvoioiArqGJiIhLKNBERMQVtOQoSVH3EBHJNgo0SZjOTxORbJSxQDPGlAG/BSYD7cDnrbX7hjzmGuAjQB/wVWvtsxH3XQhcbq0dXocqGaXuISKSjTJ5De3LwMvW2ibgN8BVkXcaYxYC7wVOAz4F3BZx34nAJYB+/c8CmToFQEQkEZkMtDOAtQN/fgz4gMP9j1trA9baHUChMWaSMaYWuA74asZGKjGpe4iIZKO0LDkaYy4Bvjbk5j3AoYE/twPVQ+6vAloivm4HJgCrgVVAVzyv3d3dTXNzc6JDHhWfz5fx10yVZMbuLSjghmVzuPKBV8PX0G5YNofe1ndo3t+fppE6y+WfPWj8Yy3Xxt/Y2JjQ4zs7OwFy6j2OJNbPIC2BZq29A7gj8jZjzP1A5cCXlcDBId/WFnF/6DHVwCzgZ0ApMMcY82Nr7VejvXZJSUnC/9Fjiaear7m5OaWvmUnJjn2WP8D8+tox7x6Syz970PjHWq6PfyTl5eVA4kGYqzJZ5fgUcDbwLPBhYL3D/T8wxtwITAe8A0UhcwGMMTOBu2OFWaqpmi86dQ8RkWyTyWtoPwPmGmP+CiwHvgdgjPmBMeZUa+1GgiG3AbgP+EoGx+ZopAM4RUQke2Rshmat7QTOd7j9mxF//i7w3Sjfvw1YlJ7ROdNZYCKSq0Ld9t3cXX+o/HiXSVI1n4jkKo8neFkkX8IMFGgx5cIBnCIiEqTWVzHoLDARkdyhQBuBqvlERHKDlhxFRMQVFGgiIuIKCjQREXEFBZqIiLiCAk1ERFxBgSYiIq6gQBMREVdQoImIiCso0ERExBUUaCIi4gqeQCAw1mNIqY0bN+4Dto/1OERE0mD/SSedtDSeB27cuHFtvI91C9cFmoiI5CctOYqIiCso0ERExBUUaCIi4goKNBERcQUFmoiIuIICTUREXKFwrAeQK4wxZcBvgclAO/B5a+2+IY+5BvgI0Ad81Vr7bMR9FwKXW2tPz9yow6+d1NiNMQuAnwD9QDfwOWvtngyO2wv8FDhh4PUvtdZuibj/C8AXB8Z8rbX2EWPMROAuoAx4B7jYWtuZqTFHSnL89cC/E/y36QGWW2ttxgdPcuOPuO+9wG+ttUdldtTh10/mZ18B/Aw4Gigm+O/12WFPLllLM7T4fRl42VrbBPwGuCryTmPMQuC9wGnAp4DbIu47EbiE4AfUWEh27LcQ/Ef9PuB+4IpMDXjAMqB04JeAK4GbQncYY+qAFcB7gA8B1xtjSoDvAHcNvNd/EPzQGivLSHz83wduHfiZXwdcn+ExR1pG4uPHGHMUsAooyvSAIywj8bF/A9g08HfnC4DJ9KBldBRo8TsDWDvw58eADzjc/7i1NmCt3QEUGmMmGWNqCX4wfTVjIx0uqbEDn7LWvjDwmELAl4nBDhnXWgBr7dPAyRH3nQo8Za3tttYeArYA8xn5vWZSMuP/Z+CPA48Zi595pITHb4wpBX4O/FOmBztEMj/7DwE9xpg/AVcDf8rskGW0tOTowBhzCfC1ITfvAQ4N/LkdqB5yfxXQEvF1OzABWE3wt9Wu1I90uBSOvTq0RGOMeTdwGXBmygccWxVHxg3Qb4wptNb2OdwXel+Rtzu910xKePzW2v0AxhgD3EhwpjFWkvn53wrcaK19O/gWxkwyY58I1FhrP2SM+RzBn//nMjVgGT0FmgNr7R3AHZG3GWPuByoHvqwEDg75traI+0OPqQZmEVyXLwXmGGN+bK39aupHHZTCsR8c+N5PAt8GPjL0ulsGDB2Xd+ADyem+0JhDt3fh/F4zKZnxY4x5P8HrPxeN1fWzAYmOvwdoAo4duCY7wRhzt7X2UxkZ7WDJ/OxbgIcGbnuY4FKl5BAFWvyeAs4GngU+DKx3uP8HxpgbgekE/wE9C8wFMMbMBO5OZ5jFkMzY9xtjPkvwGtT7rLUHMjngiHF9FLjXGLMIeDnivmeBfxtY4ioBGoFNHHmvv8L5vWZSwuMfCLNbgKXW2rFusp3o+J+11oanZcaY3WMUZpDc352/Evy7s5HgasQrGR2xjJqaE8fJGFMO/BqYSvA30QuttbuNMT8Afj9QFfhdgh+iXuBr1tq/Rnz/TIKBtigXxg5sAPYBOzgyy/kfa+01GRx3qFJtPsGCmosJfuBssdY+NFCptnxgzNdZa+8zxkwh+F4rgf0E32tHpsacgvG/SPBDdvfA01hr7ZgUtiQz/iHfv9taW5fhYYdeO5mf/QTglwT/nfQSrOrdNhbjl+Qo0ERExBVU5SgiIq6gQBMREVdQoImIiCso0ERExBUUaCIi4grahyZ5zRjTAPyA4P67ToIbsr9prX1lYE/Y1QR/8SsGfg/8yFobMMZ4CPbIvJBgg1uA1dbaxwaetwL4N+D0gecMAGustX8wxrwP+NIY7tEScSXN0CRvDezPewi4yVq7yFq7GPgecJsx5niCDW0/M9Ao+EyCG3C/PvDtywk2t/3AwP3nAd8d2MQLwY75W621pw3cfwFw9cBeJxFJAwWa5LOPAk9YazeEbhjo7vJ+4EsEN9zuGri9j2Dj4NAm58uBldZa38D9LcB3gS8PdHM31to1Ec+7DzhpjDquiOQFLTlKPjuaYKd1AIwxDxLsvzkVeJshPTGttW3GmPKBLhQTQ42EI2wFZgAzB/4cet7vETyep8YY832CHUxEJMU0Q5N89hbBUAPAWvuxgeXBVoKHms6MfLAxpgrosdb6gTaH5cNZBFuF7Yz8XmvtNQPP+xgwLtVvQkSCFGiSzx4EPhBx3QtjzLEEC0SuBa4aWD7EGFME/JjgyQkQPMl7TcShlpOBa4CfW2t3Am8aY/4p4nmrgRMJFoeISBqol6PktYGm0TcQXGYsJDgz+4m19nfGmA8B3wIKCJ6+fD/ww4EZGsaYrwKfJtjINjBw30MD91UQvKZ2+sBzVgC/IxiKpw88V3hZkmAT5dfT905F3E+BJiIirqAlRxERcQUFmoiIuIICTUREXEGBJiIirqBAExERV1CgiYiIKyjQRETEFf4/hel+qIAoC1EAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot('GOOGL','AAPL',rets_df,kind='scatter')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There seems to be a minor correlation between the two stocks, looking at the figure above. The Pearson R Correlation Coefficient value of 0.45 echoes that sentiment.\n",
    "\n",
    "But what about other combinations of stocks?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x292f4ed40>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(rets_df.dropna())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Quick and dirty overarching visualisation of the scatterplots and histograms of daily returns of our stocks. To see the actual numbers for the correlation coefficients, we can use seaborn's corrplot method."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Symbols', ylabel='Date'>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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8wW8ZfuP5CFUl3FzNgtOvIhLIbbQsokieXEok3L/xdbuk+UCrrSQ/ZyH68CGo5SWoZQm8bA4cF2HooCi4PT14ZXFEMOB7cimgCBRNlZsdAE0F1yEzYxY1114C+TzoGk5LG8JQwd5ETtruf8fCLwaz8w3iPxlfDP1OwS9w9Y+PITJlLJEpY+WJP5vHzWZR41FSX87FS2fRSmOoiShaZSlu3sbtTaEEAyihAF4uj9A1vFwez/NQggEWnnkVQ26V0Up2WxdKOIhiaDjJDGo8gtPZg5qIgusxa/9zyX5V+Ck3ndMLbgOg6RfHEx43lPh241l53/NUHLU7qq7R1d5BSNWZ+dLbNI43KTOHku1JoQQ0NE2eIfKrOlGCBk5AQ2TzGCUxUrOXEB5eDwIymQyBYJCPH3uWCVttQWBoDfPOv5UhPz8eu7OHWcddSXrW4oJlCBmF+cPVXnoSqU8tyo7am8jW48HzmHf0zxj+qDTR4Li0PfgPyo7cEwAvk0PpW9iFwHNcvGye/PIWAsPq/NO8oPe9L1j5u0cY/vBv+svanT0su/QPNN1yAV42T3rGPPTqMrILl7P8V3eQmbmgIFmWpSMF1e/D1LevJzK8lq7P5qFoCrHxQ+n40OKD71yG+ctjGXLyPghFkGvpQouFyHclCVSX4tkOQlFwcnmEACVg4KRyOMk0RuXXGzQ7mQHXQ2gqSkBDKApL//wGX/7gD0XpP8DeKx8pyO6eWzZ9g+cbo27c/56NfxCD+P9AazpUcBtxWyOSSOAhEMDnx13D2FvOQQVCY4ax+A9PU3fs7nR9MpvyXUpxetIIXUMJBQCpAVB0DTuVQygCJRhgyC0XAmD3ZnA90IIBwKNvn73yyfco220SRlUJoYP2Zukv7itYDl0UfhqZ+OSviE0agdA1cD2qjtodoWnylPfFQtQpoxmz87b0zWiBWBgnmQHFn7BDAdRIEMX1IKQCYFSWgCJrBEMhcF22PHw/PP8UN/SKU1EMDTdvo9RWkvuqcHqD0lBhC3/+i2mU7L4NekkYt6sHtSRG8/3SkublcrjpLKUH74zT0YUSDSNCAbm4uy54HkIR2B2dGENq/c1kDg+ITB5D429O//qkC6jhINXnHgGACOioATmORnUpLJpLMFTY7xrOFHZa3uzJXxIZ3YQalxub6Kg66fcBhBsradhrEm0Pv8KQE/cCRZW/f8BAiFS/v4zneSiaipPMoAQMPM/GqEiA64EAN5tHDRpy7DS1/9n1h+9IduYClv7x72vs2/87HHv9Zf4DMLjwD+I/GjGt8EgnQ3HRE2FwHBAaoy79HkZFHACnq5e6Y3bF7ugmXFsGgGJoqOGgrOx6KAEdL++ghg3+yfvaAy0ShJABAjzbxe7oQUtE0IWDooCiqQTCWlHkCOiFT0oLj7iAIXdcSnT7zVGCBm53GjUeBUUhVFOC8Fz0kghuMgOOC4pAuG7/ZO0lU4hEhPySlQhVRakuR1EV7NZOtPIE+ZZO3GyWQG0l6U8tQpNMMtPnEhzRQMvND+O++z6JYMFioGmFLZaZ196i/PQjMUYNA3+Rw8mBq4JQSL3+HrH9d0OJhPEcR8rvunh5G2HI31stiSNUBS+TxbUd1GiY/LxFCEVIs8CM2Xi5HIExI+n589MELjkbXBe9sQYlHKb9htvRFLvgoOusV1gDbe/MxLFdSqaMQugaqfkrcPN5EpuPRE9EGXrx91h053N0fjiL0m3H4KSy5Fq7CDVWSqc9O48aMOh4ZzpqLEx8wjCyS9vRRoWxkxk5dp6Hoip4eRsnnUWocjzdvEPre1bBMhQNg859gxjEvx9Bo/DFTlNdFE2RKntVITx2GABezib5/jTiu07BTWZoue0v1P/mLNSor2XwPJIfTSc0cRRKQAeh4amqf8oBu00udqiKvGY7BOqlD0DlsXvJ047nkX73k6LIoSrFsT8aVaXgefQ89zaxPbaVp3XPw0tnEIaGUFV6nnsbN5en7Jj9UMJS84HnkZu3BL2mHKO+Sl4TAhSBVhb31d0egcYa8CA4ZigIMOql45oiPDS1ODIkewMFtzFrv/MYcvulhCaNRiuNI0L+jsR2UerqcdNZUAROezd6fZVU27d0otdV4LmetHELgTAMnFUrUSMhtMa6/k2S1lAnN4R5h9JzTwLATWXILWsjaEZJLuktihxNpd3rL7QOJIJZgrpDn5onNmZI/7+7n36Z/IJljP71caQ+kL7MRlkMKuK4to0iBKqugQelW48BRS7goboyvLyN5n9LXjZHbskKjIYaWR7AA0VzqKnIU1KgDEXDoHPf2mFu+pS93yhjmmYCSUARRzr5nYck1rjZL7cN0hvdRYYTWmuR55/oOi3L+mC1Z/8TDahlWbf70Q0PIIkueoDjLMtqWa3eN9o1TfMbNKCWZbkD6qyx3W/Th02h7Oq/30B8misC38uVT7OlEad0bBM124/FydmohoYn4I0bnmX3KeMJ1lZQfekpeB64uTxqQJeTe2MddiaHETTwHBcnm0fRNRRNRasooWfBSqJNVQgBqdZujEQEXddw8g7ds5cSbazkg3eWkCmCHDtUrCx8LAA1pOO0dxCZujn9tgnXRSuLInQdp7WdxIE743R0yvv+ZI4HkW0m4nkeQgi8vE363Y8J77i1rx0ALR6RjluahhI05GnasXE70mSfeZpQtDhcNYtXlhSlnTpXRSxvJxwJ4WayaPEowtAITxyFJwDP4/3tf8T2c+5DqCq2C7qiIAAnlUbVVNy8jYhF5CZA08gsWkWwqVJqUvw23JztbxgVgiMbSVmLWfyP6Ugus8JgZAs7pXb86jHgMcY++Rtik02SMxYQaKxES0RJHLyHNNloGoEJJl7eJuc7xjq9aZSSmJydPJe8r+0SuoYSDfdvfD3bkd9SIIjTm0IJGLiZHGo0xPI7nmH5K3OR0/wmgP8S575/1Ym/j7L3WN/L/DP/v0sty3rNNM0/Iil7O/Epe33K1ummaT6OZM27A8nc9Je1PKOP3vUe0zQvQlLBPomk7N0auUC/ZZrmE5Zl9QeBml/T+v5TGeC7wMuWZf3OJ/F52LKsyfghhKZpLgD29EmHME3zqTXIsxAZVbA1kunrL0imtr5n99GATgGSwNt+O0cjQ/QuM03zSKQn/7kD6k1eS7t9NMj9fUBGAPThjNXbNU3z/A3tw6ZQduA4rAnFUrw5tkP5xGE4mZy0NQI9C1uIj6gjUBJFCHhsmx9y5Ke/Rw1IJzrP88j1ZlB0jT4nWSWgY6eyGL499Itbn2GbXx2LGtAJlMXIJzOoIQPV0Ig11zDjjudJthbnNJNJFce5z3UFXncKvbZKOmahkl2wjPQnMylpqgdNx27rRK+R2gv8eH3PcRGKIsOzXI/ke58TmbqVPOlrKp7rYq9sx/M8jCF14DsEqpVleNk8mZSOt/HO6/+Eqniy4DYqfvh9Eps3o5TGEEKRXukCnJ4U2VnzCU8eS+qTGWz598v6Vf2h+nI5DkKgRgJyE6QItJB8p/A8go1+5Idtyw2RqkguBCC/aBlGcwN6LEj9uBj5xSsKliNRlS6ofvSUEzEmTsAYPwJch/DwWmnOAHpuuoXcjJlU3Pkn1JCOUARGldzE6rEw2Dae6yJ0Ha00+vW7ksuR+/AjAlO3B9eh7ZTTqLzvLrmJdF0UXWrJgnPeZkhzR8FjUCx4gyf+deIxZLgerJ2yd08kTe5n/rU1Ufa+iKS6XBOmInnV+9q7Asn7vLdlWQ70L7Sr05ktXkuZG5AUk7Aeyl4fa5LHQobVecAi0zQ10zQrgT2AKJKbfY5lWR3+s99CcrdPBa4Z0NbP/PvXIMdxm7W0u6Y+DFz419TumG/Rh02h7DpRaxfH2SamCNxUBr269OtrjeWMPmBrBJCav4L97vsJQlV8Zz4VgSBSlUBPRPA8DyeVIdfWI22brpzIt7viuH7VbueHFvHNJDmJZzs43SmG7boZXQ+/Rmre8oJlWNldHO/t+pRNsKmKjtenkV3RTs33dsFoqkOvrybX0olRVYp10Z2M+OXx0ivbP/E73Sm6PppF2c6bgRCEthiPUKSHe3Z5O4GaMvSmWlk2laXn87nSubGpinx7L6t6IrgFMNQNREQr/L3o+c2jNGphYtuMJTxhOLlFKwkMq0WNhtHqqsktb8MYMRSnQ4a22Z29aGVxhOfh5W0810MJGtgdvWCo0sFTEfTpye2eFFpJVIaEui4IgVpdQctDL1J51B70JnVyycJV/Vp7Ydvj5NUPAFB711WEtpxIds5C9OZG1EgYZczmJA473H+QhpvKSM1IWQJUVcb0+6p7IQR2W6c0iSxahhuSfjReLk/wmBPlniCdlU6zuo7T3Uv7Pz5HKmA3EQye+NeOTZmyd31lfIKfB5AZpNYFsbo8fp8GBlP39eshv+2pfDvK3gv8enuuqd219GEgNlUa3qJR9taFCj/ZVf/4GMoO2RYlKj3OZ0z5PmM/vA8lYFC1x2Rph3/7U9rue4b4i78nt2AZQhEERjSi+yd7L5MjZy3Ebu9CDK2WDbseyY9mEt1mPADl24311Z4eXiaHkQjT+8I7DJlcQ9fyOWvp3YZjRZHCtjItXYTNRkp2kAs3gJPJ4dkOWkkMz3ZoOONA9DKfVcX1ZAx/SZTSHSf2E9j0bXiEIhBBHaF97aClhgyi44ZKNbFQ8BDkUHGLlISu0ylc+zHmwsOI77sdwdoy7J40lEQBcG0HV9EADyMe4fkp57LfV7ejlfrj4QGKip1MoQd0PE3FzdhoMcDz+h3a1EgIO5lB0TQZ6pnKQsAgvNMWJJe2M39BD8VQcb/eW5z34phICcte/YxYVSmxrEM4AqHdp9K7op246wGCR75/LTv/7CjqKqUjrAgYOHmbVFs30apSlPJSVnw2l6pxo9B8zZoXCBLedTvsTA7Nj5TJ9KRJtyX5W+/GExetCQVTXDmbStqEwvA/R9lrWdZhayrjl5uATBJxvmVZfSfptWHgDLU+Kto+rI+qdk111lVvTX1YW70Npcvd1MquEzlbXV+R9WLx1Q/jBYLEd5pEaFQjTbdd2s96IhSBZ7sExjTT9HvpaqLEwtirOqUK0w/LEoaGCxjNDQBS3asq6A1V9Lw/ndjW46SNt08NPm0uoZGNBCearLj3haLI0RAtnJO98rxjKdl8GGpAOmT1hZ0pqpChWKVRsvMWYyg2Qgic3hRqLIJwPbycLb3YHUf68WmaHCMgUJHA7uhGi0f98C4X4bkoYQO3uwdVcamP9ODpxZlYW5OFEyKtvPohImGdmqN3RYuF+idLRRUoCmiJGNlV7ez02MUgINfShVFVAkg/ED0WAg8y81egxcNQmcBzPbRwkNS85eilUWnz9jVAihA4mSyh6hLmXnIXZUXKzbN/sPDNMUCsp4vKrUb5NNRyM6GqCrHyqKQkVgR7f2cCbaf8FO/9h2UYKJB55zP0ylK8hPxNasx6lKBB+jOL0GajUA3f5KP7jrEIQokoqUefZf9ge1H6XjQMqvrXDnPTpuxdYxnTNMciTRRHWJb1+QaI+Q15kNm8rjFN81okfa/Sl/zHx0xgpO/30ItUb18LDPFl+YC1U/Z+o13TNNfUh9Xrrd7ut+nDplB2ncjahb/CTRceSem+22HUlmN3JVFrK/jFZb9g5hdfoiSzXHHT9TRvYfL++BPZevrd/O2Nl3n00T+jqgqnnXASO03dgZ58hn3OOp4RzcMRmspW0TrO+cPV6GUJlESEU045hV132YV9GsbT/f5XNJ13KJ7n0XbHs3RNX0YxPsW6psLpi/MP/olsuUrPjK+In3ICTm8SY/QolFBAbloA0d1B929vwPjDjaiRaL+Dn9AFbm9S2sJtGy+bQcRi8r7rQm83yZdeInLwgfLEGw6Qee8D1JISlMoKEtUpyBVnsdM6Cvf+KD/3OBIHb4cAsjPmoJYm0GorSX8xi+RbH1Fx9jEYZXHcRUtxunowyqXqGtdBEV7/pjA6cVi/syNI35DwsGrSM+eil44kv6oNRVHofOjvlBy5H/P3PJ6hj/4OY+ZH5BcXbgKa2VFWcBsA2rRlxHMKWiRIoKaEcEMlTt4m25Yk3Bgm15UkuMcOVG8zpS+wBYDQNtL007cJVKJBPNfFMIf1byx75yzDyeRIjB8KQHpZG6G9d8a67Mmi9L0PBeeCHlT1rxObLGXv2sog02wGgRulbx9dlmUduI7n/xi4faA8lmU5pmm+iUxBqQBnAZimeRQQtSzrNlPS9z7v37/Lsqylpmn+wZflLSDH15S91/jtfrCmdtfUB7/eC8h88N9o17Ks/Ib2YVMou47xB+DhYOEn5f01haiqoLouaizME08+zY477MDll1+Onc/z/nsf0DRsGJM++hMtLS3cfdc9PPbon4kmYqTSKYQRYMb7n7HXnntz4fkXEE7I05DneYigzk3X30J3VxeTJ00mYZoYmzVjuy7priQ33PMsdhFkADCWVRelnYmvLWbs7jvS+cT77HG2pKx1XQ8HgQ4wyuS+jmpO6MpQFo/75gtACNIOhDUNT1HBCEhCFiGY99Es6sc0ETr4QEnPCtieoKWklpLackLxMOmrb+TOk68h01OYMxpAnVuEqe2KZ9hZLWHF5/PY/sffpfWLhQyvLie0+WhCm48Gz2PJR7OZ+8o0dtpiHMm2HvRwECMSQGgaruuS605iREN4eCi+rdu1HZy8Q2j8KAD0qnIAEqcdSe/KDp7uiHNMFl5KltCVLHwjtCxYHD+Yjk+/Ymx5hK5pbex4opw61aBBuKkSPPAMlfeffY/JB22PUFUyvSmC0bCkLnZculs6SFT7JgBFQfUdHt9+4EXevvd5fvT0Ff3P+sdtT7HD8fvwerC4C+26JvQNwn/JiX+QsncQ/9H4snn/orzAdVeegxIJEd9zW6694QbO/8n54LhkZy1EHdmI19bF7O1PYOH5B/Peojn88ko5Sc3+YjrDRjbz5cyZTJs2je8ccAA3XnsdPznxNMLDG3nuljv5atYsTvr1JUSjUXnyc1ySb39GaPxwrKkn9vO0FwpFFOlbFoJhf/sdwbHN/ScyL29jr2pHr6+i82+vEBzeSGD0MHnSVwRuMo0SCePmcyi6zuKzr6Tuih+gJqL99v7ckhUYNZV4qgK2Q355C0Z9NXN2O5n8klXF6buPiqG96y+0AQjssCOR085ALSuTGxmg9567UBMlhA4+BC+douOsMym7465+J0e3pwdsGxEK+WQ+PqOfqkotiKKCriFDBBy8fA4RDPWz/rnd3STvvpPMs8Vhq7PTRSK/EYLKR+9Hq635Wtbubrpu/gOll1yI292N09GJXl8nnVt1DXvRErS6Ghm2KQRud4+MYtA0vFwOJR7HWbUKEQwhQkGEKqM/vHQar6eXVYcdXZy++6h759WCaHSzXzy/wR9ZYOJeg5S9gxjEvwLDb9u/KO3oI2twu1aRn/ESDXXV/gKdwagLY3seammY4bftz1efzWbqTjv6tTzeePkpaoeczujRo8lkUpQk4lx0yUXkHHkyePXLN7jqltvI2R4fv/J3ttz9AMj1otkfoURMmm/dt2hsYPmH1xb5+u3hPHYNzqGnIBqbURJlCEX0RzxEGnXs1x5AjLoYVB2EghIyAA/SSRBRGq49FxGUNl1n0Wy0ISPRy6Jy0vc8UAUaScBl6PUnIeKl5N/6B/m3ni9O/7uLM+e61ruoiYtwFs1DqW1ARGKEDzwAYcj4emf+bEpvuUX+e/EC1Mah0pkxFpWLXT7vmzwSkMsijIBk+OvqxJ49U5aPRIEQztKF9P7qfIwd98Sd8RZ6WXFkUDNFOqVqGmppAmfuLNShw0HXSd1/B/EjDgLAS/agVZTjZbMgQBg69sxP0Zq+Izc/jkPy/j8RO/1HeHm56AOoZaWg+SGy6TQiGEBEoxAOESjftE7Ynjvo3DeIQfzbcecJbxWlneH7ZBm6xyRePu9etr73dBme52qIUDmKInBzKn/77SLE7s1sttkkANy8y7Fn/ZhcbwY9qDM80YiddQCVWCzKkvmLOOSo0/AUnXw+xfipMqHLM2fdwcKXPwOK0/c+THGKl7s0ulUFNVvkiDcYCNf1VfmSmGbJI1/S+2En48/QEULB7uhFCeooIQ2MCK7jkfpqGeHRTShBA23YaPItHSixMKqfrAZA1A4lvWAV0w+/BRSFMY//kgUPLC1KWt7FXnEIXxJjGpnw/hzeOuoapj5yEdU7jINICWgyznzp9G5qqlw0YSOq6uVJNxgGVcFOZSWbYVeecNQjl8pjlARwPbAxUMZMRgSNft+JlV+2Ezj5CmY/+BoLn40iI4ALR0opzgZizCl7M7Y7x192+Q0HvnUt8aHVhE/5geSw8MAJl5JP23TOXkr11ia4HoE95aLvZHI42Tyz2uvZ3PFwPRUdaP10LoHSKLGh1TLiwQbNlb612a40z3zSWJS+9+H7hTZQRBu/aZoKcCuwGTKU/GTLsuYMuH8KcBoyHP7XlmX93TTNCNKEOwwZ53jO6iRxG4LBhX8Q/9EoKRKDT9szH7HTr47jzPn34gm47LLL+OSVd8im0tz+1wcptQ32vPpkMprLzTfexMzZFsmFLRxw/BGcesqp2Lg8c+1dlI5u5IZ/PMBrr71GzNExKxvJZrKcfPLJ/PTii5m4+Wbsf+d5LHnpU14/4YbidN5Hw5DOgtuInXoigc3GY4wbg5fJ9jPO4To+2YxK9d5jSIhlkM+BMCQxi237tL5JcBwiZgNePgehAF4qRfdVVxM75QTUMSYAXk8vyb//g/Dee1BXJdX83rSPaNixinRqQ3xr1w1nQXEWu1hMpWziMA766rb+JDUCP4IhaFA6rBItqJOZswQlEiLUXItwZVSHl8rgui7B8hie7WL44YAzDvk5Yx75mcz34HnYXUmUoEHZ+EY+3+U8xv/tV6gff0mmCNwOAJ12cYid6jdvxogG+d6MP8koBUCu+C7g4WVzqIbO9FNvpPrT34PmMxhmsuTbe0FXmXj2d1A0tZ8EK1ZXTsAn/EEIVF0lOX85kaE1CMelokg8HUVDcW38BwFBn8BuG+A6fDcEP6z8B8CWSN+zt0zTfBH4CfClZVnfN01zInLTMLjwD+J/Czs3LitaW/Yzf8fZcTtSFWWcdNJJjCor49F77uXqq6/mnP0P4Muf/ZKtjjic7x39PcaOH8/0Tz7hJ+f/hBOPOgojHGKHnxyBCAYZMetdvGwW72+PoeyzBwsW9HDIIQcz/b4HmDB2DEIIquqCHP7SpST/9gzJJ58pSv8TO5euv9D6MOsJ8rOeIP8XlfCPbsRNuihRP9+Az5NoVAdRJkQg0wuBciSpuiLDvCJBhB6AfBYRlhoIYegkjt0HbfhQ3NblKOXVCF0hcsj+CEUlsUu5JPzZYXOyLe9hFEGOsYsKY3sLHnYi2qjxKE3NOHNnknnxKcJnX4oIBMl/9Aa5V58lesl1RIeWogR1tOVfENjjAAC8ng5ENC55DoTA6+5ABEvlaVFRGHPjcXLRdx1QVLSQhpfuIVAWYssXfoZSnmDMDyeT/dsDBY8DQMeXhTmPlp51PIFJ4wlsNgZ7+Sq8niR2WQlabRXOqla8bBZ1+FCUbAo1FGfqwz+SpEQgnTvzeQLlMWnXt20EHvkly9EbalFzKfD8hFir2lBK40SH1+NlsxilEfZedB+rfvgL0u98VOgwFAffwixnmuapwKkDLt1mWdZtA/6eCjwHYFnWe6Zpbjng3lbA25ZlZYGsaZpzgInAXsCjpmk+jwx/PouNwL/Euc/893L1nwUc7z/nWsuy/ryWPlYiw90mDqDhHQE8YVnWBP/vl5FsgqOBVUA7kk3wejaQf361Z66RW9/cBPj9N9Wya/rtBuJ7Qw4q2gusaio3v3M7vdkkVVWVGIEAnutx1NFHsf+EvVg+dynHXXEquqFRUioXp+eee44hTUMY3jycJUuXMHTYUHp6ekgkEuBBNptF0zRp90UghCDdm2bZ3CUomkplQxU/2vF0kt2Fx1rbFPdb3mK3Kfz4jxeiDaAkFkLw1cczue2iW/nxHy+krrm+P2wNIJ/L09PeQ0llCYqvwu7j7s/n8uiGf/qU4dosmLkAJ2/j2A6v/+VVXnzwuaL0fe8imT2EpvLdV69GjwYx4hGZw8HzcDN51JBBz6JVBMvjMneD46Eaqp+J1neK9FzsVBY9GsLJO6i62p8LItvRS6DUV+d7kO1O0rNgJSWjGki3dvHYducVRQa9SK/Flr88ltHH7c57F9/NFpccieEzVgoPPDxWvW9ROm4ICNBDga8zNvp8F90LVhKtr5BkRT41tms7MsXvAAWNm3fI96QwEhE5RmUxnt71IrrmFL7J//7SBwpSBWU+eGyDRzO41WHrfJbPL/MXy7L+4f+9CGi2LMs2TfMYYIJlWRf69+4D7kOq+R+yLOsXpml+H9jdsqxvbcH4b+Pqvx/JTz8JqR6ZYZrmYwPY7QAwTXMv4CqgZsC1Y5Ehh/1UUZZl7ebfuwd4xLKs5/y/z2MD+ectyxqYOeUb3PrmJsDvv44+bApl14k7LyqeDVDf6Ui0yhJeevxF9ttPOg0KXM4//3zGrPoUZbjAqCgjm836FKuw2267sXLRPNKpHhobalEURS76foyb9/Tv8EZvjT1qWwxdx+1YQRCo+/CP4HmEjv8NN51bB/n1MUSvH6mnvlh/oQ2BECRu/BNqXUM/3aoz6ytEPIFaW8eIugTX3ncRaHr/fO2uXIFSXYOOR1l1KW5vD4T9xDT+6U83dDIvPY8xYTOUKhl6OHRkPV0X/BD7q+kcAhwytjgiBMziqWSDmaVoQyfLP/I5mW6YPGCgv3o3tgf68ReC4oKdRzg2BMN4uQxCD6BHgthzpqGNmACei+LZ4Cpy0fc8nAUWSlUdgUQcvRycL98mttl2HH5o4bwMAGpTzfoLbQC04Z0IXLa9RmYSxPOgu5Xsh88T2P1oqsZXI3QXAr55yHOlY6MRxMtniA+r6U/6pAZ0mYoXF4SvkXBdWWfFHAJ1I0BVCBh5nE9fYo8DO9gkEvUUN45/dSIzxbIsey33+gjN2oCn/GtPI8PQvzX+q7j6Lcu6wTTNzf0d01Ags/qi78MFdgc+HnCtA7nwzN0A+TaYf940zelIIqMz1zIGReX3X62PG8rvv7Y+/NvLrq7FWB2vXbbO298K9Yd/jnnpOEaV1fv86R6eCxMmTGDRTfPpmtbJFocrqIo81eF5aJpG2IiTsx3+/qf7aRo9gql77MLsGV9RZ8RZPr+ZEQfvgKapZDt6mH3lM8THNmHUHk7ZtmNY8tcPmHbJ4qL0v1wtL0o7pftsjffJUubtdDGbf3oHRlUpSuMwPD//gFJawdxzbiQyeSS1px6AUAVKRRVuNk9uRbtkaXMUvGweNRQk+eU8wqOH4DkuqUycYGW1tJEbOskZi9BPPB9rr4LJVP8J6U+Kw40AUO28S/OlzbQ89S71J+8DrocISBv3quRYut+fyfjjITV/JeHmWlB1GZLmKHg48j0ZPh48ZBY+R4AmT8p4oDSNIt/ShR50yXsx1DHbkF7SzscPF56ZDyCita6/0AYgut2XjN7xMGnTF0KyFXZ5dMyJUrO7oOMNi7L9tgXAbu8Gx8W1bYzaMMII4WZyLLrsboZcfmK/1392SRtGYxVuKoPd2UugoQqldiRuNk/rE68SmzyKGYfdjpcrjq1/SqFKFKeoPgdvA98B/uzb+KcNuPcB8BtTsswGkOvLl0iP4H2Ra9eOwPSNefB/FVe//2zbNM2zgcuBm9bSvxf9/g289vfVr33LZ6+Rf96yrBl8TQv8L+f3X62PG8rvvymXXefKvtXkwh2gwt8/CX3cBNQRo/Ach/E7bYXjuHiOTWdbK6U1tZS+9gcqGhpACPSAgT13NqK2Di0SJVESgZ4ejjrhSEQ4jAeMqKkk/dc/M/InZ8ikJLaNkYgw9iffQSktw7NtvN4eGg7Zhsg/fo/bUngce2hyVcFtABj7jEOURtjykxtQqqRJQ+R65NacEHSvomH8coyDD+33SEd4KAEdI+ohhI1IhKVrtmMTbkyAnUEJhinbews56Qd0cF2Cejvq8Als+d5V5P5xH+4iqygy5OcUvtgFjzgRzZyAMmI0QtWoO3w7cByw83iahnAEFblPKBudAiDcXAP5HF42LcP3FBehqqBqeNksQlMRTg4RCIKq4iyej1pTj9B0jOoS8DwCtaXg2CgJlUmHgNdeuBxugeF8oaNPQhszAXXkaHAccu+/iVJdizbcJNBYQc3J+4PjkJjgn+gdB600htfTjVbpZyLMZqG7g9qdqhG6jOnHtslceyGBW+5BjYZQoyHwJPUvmqDq0B3JvvUKzROLy/FQEIp74n8C2MM0zXeQB+QTfG3yHMuynjJN8yYke6kCXGJZVsY0zSuAO0zTfBd5SN6oQIX/Oq5+AMuybjFN8zbgH6Zp7oJUi/dz9RdBvG/DPz8Qmyq//6Zcdp0wGgrPXqbGNURAQXguIhrFS/ayYvEiGkePo29//zhZ6lvmsT/gZLP84PwfcfNjfwNAUQSispLUrZcRPOZclPJqvGyS0IEH4XW346V6abMFlbW1Mr5bUcj85XbsN54hdNZlGGYNbqBwte78hwtnvAOom6ijdGSJD6/5Om1svEJO3kC+F1qml1KTCSByeclIp8i0tJ4Rx7PBWbwKrbJUZloLJ0ARZOYuJdjc0J+DHiFQR23B/GMuwV7VTuONFzD/6h8WRYauVOHaj6ZtQsRrdeKagZvN0fHOLMr22ELG8LsunueRat6DYKPccKVmLiI8ugmhSzW2J1SEUHDzDkofkU8gDIqg/eVPKN1ps36nSAAvZ/PBpNOY9NJv0cpKWbR8DN3vzShYDk0pcLH68G80XBCiqrYZrSxIxivHXZikZITo14qhCtItOSJ1ru//oOBqAfr0Lp5QaHtrFhXf2b+f/Cc9dznd9XuQkC8EbiqLJySrn9OTRugaTrXJkt7JRQnxBGlHLASeV6QwIsCyLBc4fbXLXw24fztw+2p12oFDCn32fxtXvwlcCXwXuRvKAu5Arv4i4dtw4A/Epsrvv8Y+bApl1/dDpKzCE7inrpaOttrIkZT/8VZEOErj6HF4uRzh116HI4/k+2f/jO4rrwLXRQsG+cNfnsJzHD+ELQtGkNCZl/dP+u0//w0Vt/1R2rgT5VSDPC1oBqgqoe+dBUedDULQfftD5IsgR9Ww7PoLbQCCahdacwPYOckqF43i9nRDPg+hIIqdpP6SY1GbaiXzXCqFCMpTrBoNS22GyKEYmvTq9v0EArVlgOeXD/mLnkdczEMZlUBTs1QNKzzREEB5tgiJaf7ye3KfNeOOugaltJTyvaXLidvdTc9td5I4/0fEGkLow6vBdQmPqgdF4GYyCFVFOA7oGoruO7ml0zgrV6ENHULp1qbv0OZB3gZdR+gqW31yK8IwcNvaqA4toGJE29r7t4HoXFmYbbzyR98ntIWJGguRW7yc2FZjcH22Sa+PgXFIHbmZswgNqUaEZfphNWhILZHr4qWzlO+7jXQGdD1wXZLPvU7jRUfLbyibx+noQq+pAEWglMZIfTKDzBezKJ9UT3eRNEEFY5Crf534t3D1W5aVNE3zcySnvQf8w1p/lr2Nwbfhnx/L1zb+TZLff2192ETKrhMzrOKotwESZXWUeiB8L3RhGIS/e6g81YyYwKqh+1DleXK+VtV+etGeBR3EJ5UNUHsLOhumUiH8THW+d7OTzYPjIhzp0u65Lk4yw5wZQZJFkKPEKM7CX9eiUXWg6R9EBXggwhHJx5530EeO8tPpCslOFwj2ZzMEmZVPKa+W1wak6BXhsCS4CYT6T30oCiV33At5h0UX/p7OWSVFkSHnFMfGH6upozyeILNgBYHGKplJz1NRdtgLAG3sOJSggd3ejRINowBClxz0IiTNGW7eRjF0CARQ6+vlvWhELni2g5dzUHRdbhKDQZyuJMvueYllr/cip9HCMMwsbPPgPPYHeh8Dzjqb0P7fwW1ZhVpbK+UQoFeXgedRetie/iKehXCoX5OBIiSzo52XoZ6KwHM9yo7d9+sET6pAr6vs/9ttayE0cSR6RMF752nKGoqTYbBgDHL1D2IQ/378YOgRBb/A+/34CJqnmNSPHUYwEuSL599nwh5TEIpCOpnGCBjk0ll627qoaq7DdaSa17Ud9KDBijlLqRlRj5O3yWXzhKIhOQF6Mq1vuieFqqnoQYNcKoseNJj+yifEyhPUjGrgiV/dx3t/frXgsYhT+GK3+48PY5sT9iYQCZJLZdECOoqq0DZ/BYs/m83IHTcjUhZn6fR51I4egqKpuLbT77nf29pFtCKB57qkOnqIVpbgOi6KqpBLZuhe2UFFcy14HqnOJKGSCALBsukLiJTHuO2Qy+heUXgq1oBXGIHPzucfRuOWo6jbbDhCFfzljJs46HdnEoiFyPakyHSliFaXkGrrIVpVwtw3v2DETpv1O0AKRZBq70EPB8insoTLYniuh+e6tM1bRuXIRpx8nmxvBiMSRFEV8pkcqi61JK/+9s+8f2dxQhtbRHEc0g646CimHLwjnSvaaRg3BEVVWfTFPELxMJVDa3Bth2sPuoTT7rqQRFUp+WwOz/UwQgG6WzqJlESlGj9vowfl5qgvkY/netK2D+B5tC5poay2nMcvu5u3H3ypKP0HuGnBowW9GOmXb9vg+Sa026mbLFf/4MI/iP9ovFlzaHFeYCGY8sHvCTTIU0e+O4kei5Dv6EEvi9Pz2Rz00hjBodVkl7RgVJfh5vOooYA8CePx3ugTGPfwJcS3GEXvtPlEJwzDy9vyxC/+eQ6YdtjlJKfNZ+vpd7HwyodY8vvC04+WR4pj4zc/+zPC0BGGjpfJIYIGuB6ZWQtQ41G0ihKWnHMVddf8CDURlQ5vqkrvh9PITptD2XEHIDxovedJKk4+hNz8pRjD6snOX4oQCsZQeVp0M1mUYID84hUosQhqIkpm2my6nnqN9nueWk8v141kxijGUDD8j+dTss/WYMuTnvDD0Nx0DmFoZBetJNBUTXbBCvTqUtRICBQhPdodB7c3TfqrRUSnjEFovpbD9UBVcJJp+f742hKnN8UX257BxHf/gNOd5MudzsHNFG4CGja+ODntI6edhb7tVJR4QmpvALe1FTwHpbIaZ8livFQKpboaJZ6QHvAeoOvgOLjpJO7y5YhgCLWxSTaay4Fh4CWTss2+78Rx6LnqV+TefK0ofe9DxfOvF7bwv3Drhi/8e565yS78g8x9g/iPxqSjCp8YjX2ORh2/DUp1Rb8NT49H8DpbEUtmQfl2xMY14q5aAlQTqCuHbJp+CnRFIByXbT65ETTpbBgdJWOn++zbAF42Iz3aEUx46CLc5YsQnkP9tkEqOwqXY/4TRcjCpigo4RA9735OoLEao1HKkV20gpY//IX6K86Wp/Uv50vHPb8OgL28ndBmo3HTWdRomIoTD8bNZMnMWYJeW0lgWL1Pb+DhdPWgxiV5jd5QA66Dm0wz56C+sL7CZDH3LUw1HDjoeNQR41Cbx+B2taGEo3i2DQEdL5OGVBciXIuy4kuoCBFsrpELuiId1bxcGsUIICIGsS1GSG5/4d9L9SCicdRwABB43e2IeCmKoTDxqYugYxmqnWP0ydU4875aT0/Xj97pxcnOF9Ii2PMXocRjaCNHIAwDp60dXLnwE4khhAq2i5fPy8yEjiPpnIVACA20AEpFZb9zJ4aB29Hp+7/oiIDcsDmtbQQOOpzeZ98oSt+Lhv8SVf/gwj+I/2jc91i84Da2Ghpg3BZlBDwAQbazl0AighcrI1c7DsX2cG3oSQcpBTwEL55/D3veciZ9lGOuC8lum2BJCB1I9uSJBEKkW7tpmTafignDCFfIvnquh+c4zPu8ncZYLa8+upT5zxUux2ZFIAECyC5ehd5Uh1aeILeyE6OmFKOhiqoLj8fuSWFUlzLiuVv6fRcWXvUwQy4+isR+U6XK309D6ySzqNEQgXEjEEGDfFs3+VWdhMc0gW7guR5uKo0SDoInUEJBam/6KfMuuZP8qs6CZHjnqUhhg/DUU8BTjP7V96k9dCqp6UuJjW5EBRxb4LghAp5Hd64G5cvllE6Jy/HwPOnAForgZvPkOzMEKhM+oY2H57jk8yqGEPS9OyJeKinv85DsNoiaDXi2y/SPq2h/s/BQtlVacab5XYK1lDcPo2dpK6WuJF3pzujo0Rg6oMRidLcmCSdC6LohNSMeKJpk6hOGQdIxCOZcAqGv1fpKaYn0f1EEXs5G0TXcSBw1UcJLC+uL0vc+bEpJev6d+Fd59W/SlL1rKmOugQIX2By4xK+2HfCO/+8fAzpwI5Kc6AXLsi4315NtyX/2mjIurVGWAXXW2K5P+vBPfdjAMdrgPmwKZVf//QZi11AR1Ji33IZ66HbkWttQEzFUPIQaQ3ge4YoEnuugBXRaDj6T2Kv3oFWWssvPjvBTjbryJOh6xOoqsFvbIRwgUiZPs8HSCIm2FYTiY+Vi2N2LEglhL1lJfVMJSirJsDdfYlio8AklLQpMxiIE5t+vw6gr79dUqK6L09WLm86C48hYayGkmUOR6t7ynSb0O/A5nT0o4RCoCl4uDyKEXiLL6WVxtIRckNVIELujBzUUwMtksVu7MBqrMBJBRl51IgtOv7ogUZblCw/zHHfhYZTuNBE9FqZk8gicbB7PdVFDhlyogMjoRt486mr2fPkqEOBkcwihIAwFJ2cTqErguh5LnnyPpgO3lfkMDA3PcZlzz4sEKkpoOlAGmQlNJTqqgd4FK4kOqaY379CjFO63EXKLYw2LVJVglETQo8H+JDvkbcg7/RS88+5/hWFH7EjJuCGAQFEV7HSO9s/mUrXNaOJDq2n7eA7qhCFowYCk7NVVn/JYfgPZtm6MUukPsN1vjuPTi+8pSv+Lgv+Shf9fxdV/ArCZZVk/NP+Zsvf6ATStzyPjtH9gWdbBpk/Zi6Rp/SfK3rUs/DcBnwyg7M0C9wOvMYCyF2gayN7nLy7fKAP8CIgPoMDd1rKsgRS4KyzLGkjx+xkybHAe8AxygzAMOMCyrOP9Rfliy7IOHFCnBslG2J9xyf/3b1eXxbKsGwbUO2RN7a6pD5ZlfbqeMXp4Q/uwKZQdOA5rwqwxexflBW5+51HSH0+n+y/PU37m0QTGj5TqSF8l6Tkuy8+7koofHIsxvKnfFpl851MCQ+tRKkpkrHYf+lSZq8FzHIQQ5OYswk2maL3hbtIffVkMEWjp2Pg0rk0XHknZPluhl8X4cIsz2Ma6R6ryPUjPW0aouRYQLLr+MRrOOhAl+LWsbioLmiI91wcg394jE9UMRN+4yMAG/xrkO7rJt/WgRUO4ts0nW21U7pF+jNm6SIyOQhC/+R7UhiH//Jv686Y9x0KJxlBq6/HSKUTIz1rnuvI/VZV2bF3/OpLB7WO+G/B+2Hnctla6TvseIpag5O7H6fj+gZBa5753g7D0i8K1SQAjn7uZwIhG3FQGJRSUiZv8lLyunZemDg/sFW3ojdX9GiG7sxc1GsJJZ1HDQYTnSWc+Yw3nTs/rN5m4vWlW3fpnOh57Cae9uygyTJj/dGE2/r9fv+E2/v3P+5+z8W+ylL1+HPk3yvgEQeuiwO2HaZpxIGBZ1lz/7+eRFMC1rCHbUh8bk199TRmXviELcIMpEzNcyhqyOK2jD/0L/1ranfst+rAplF3nwp9JFyflqJvKojXU0vaPT4geuh8BIPXZLNRElMDQWoSqUHraUXS98gmVI4b0Z1qLbLMZS39zJ3UXn+g3JNXXIqD3x/RnF61ArypDCQboeelDQuOacTI2cw7p288WR4YhQwrQfjxyK261h91Yz7az7paMc7aDnclw1b1/ZObnXxAIh7js7HMglyXzwUcEp27Dnx9/nEfuuw8tGOSMs85ih6HNqDXViGCAj99/m4uuvIIX77uf/LwFvNLbxb133YUWCDDKNPnZj89HVVXQVESym0A8gAhqZD+dUZgswJfvFy/MM37WnQz76VFEN2tGCRo4PSncTB69MkFvq8u0HX/EdnPuRY3IRd9JZVHDAbLL29ErEghNlyYQf+Ow4pHXqDlqV6klURVA4GQdHILol99JoLGKFY+8zuxXo0jW7sLQWN1ZcBsAalDDXraSJfsfR+mPTiVx3KF4eRkxoOg6ubkL0cpKyM+ahTGsTmbi0zS0kihORxdedw8iWg8IvGQPwojjZXMIQye/dAVaRRkiGABVmkWEKtB6WwjZqySv56aA4lL2/tvwv0rZu6Yy66PAXf3ZA7egPUg+gtVpex3TNDXLsq4HMGXGpQ2m37X8rEv+Iv9P7a6jD6v3c4OohTfhsuvEnExxsrBVTl9C5dSxjPnyz2hhyZE+98mPEIpg/M+PwrMdjOYGKswhAOQ6k6AqGIkItReegNBUch29zP7jM4w+7xAUXe+35S948gNGnX0ACIjvtQ1u3karrSha3/vQvKKwA0ZISdB5xwtUEUZvqCIwtJZkJstJJ51EfaKMz2dM59p77+HXOx6EEgqQbGtj/PjxPPDbm9GG1HDoEYez7UMPo+o6+bxNRWMTI0aNIteRQZmyBdfvtTcPnf0zao7ai/POO4+nr7mV/c88kbaHX6TqjENQwkHsjm7mXXQn9orCFrylSuFe/RMuOIzKrUZRMqaJ3kUt/eYPF4GjCHRg1l/foccc1u+U5tkOju2gAq6m4gHZ1i4UVUUviaBoKp/c8SL7fm9XuuYso8SUTIZK0GDen99k2OE7kO3oZdaLn7OsCDIA5FeUFaWdkhW9hIfX0j1xd4YcdTAAdm+GfHsP4RF1KBUVOI4HI+RZLbuqi2CdZFDMdqbRS0vwHMldkF7RTSQRx8nmyS1qITSsxveRkFqx1PyVhIZUUXrROSxfrtPy9/eKIsOwQhv4L1H1/89S9q6hzPoocAdibfSy4dWuD8y2tK56a5VlLfWUdbS1pnoD2/02fdgUyq4TO2+7dH1FNgihpIWqjcez8/0q6HFn7Y6XlqpWoQhYthBq60CLYCRC0mPZ8yCbAj2GWPQVI3dvRNWlSle4NkJVMU/fx/cGVsl9+DZeTxdaw9Ci9b0PXfMKWyi0fDexKhValtP56ONU33g5d91xO9/93pGosTCbTxhPZ3cXsS1G4CZT9ORtOjo6GDNlJELXOPPMM5n/0aeMnDSRsy+8gOuuuYarr74avTuJu3gZT/7tCWIVkrt96vbbU1lahhoLUXnCPggB6fc/xWltp3qv8fQ++XxBsuzZUDgFMi/eAC8JlBtvp2ziCAC8XBY9GkQsWAblcSafvB3KefugqIqfax6MoJxWg4kgQldJn3MMsUt+hVIxGTyPfZ79BV4+R8norzNLClUw8oQ9SD1yH9lHH2D7a39PV+8LkC2clCnfU9iGMHrySRgTJqCZ0sQ18Y4fylO546Anwii9HQAodgalpET6dHgeOtl+zViwJoFQFJL33Uv4yCOIjKqXyYsCOiIscNtaUaurfTpnl3B1FHvubPJz5jD2l0fQOrvwcNeiYNCrf+3YlCl711aGNdPwrq0v3aZp5kzTHI60r++F1B40sPZsS7D2jEt9z+6XZbV638jitI4+rF5v9Xa/TR82hbLrhFZWnFOREjFw5nwJRgB12GjJJqYpiJCkO3UWzJJq2b451M6DqskwJUOykmnDhkMwBAiZyKW7E1FaIe27vj3X2GwLvHyO9O1XF63vfajeZ3xB9dWaHiJb7YWXTRHe6UwQcPRxx6KoKvbsD1CbxnP22WejDq3DCIYIuB6BaAR38Zco1UPZc6+9yOWytHV28pvf/JqIyKNHohjl5Xi97QSjZeTefZLu4duw/fbbUZWI4fW2o5bVYn/xGprdhT68DiNaR6ShMFmcGXPWX2gDoE3cFlLtuEvmotQNRRgBGcoZlr+d2jSE5M+OJXrVowhN9xc60b8h9PJZSu98EBHxIzpSvWSee4jQd0/rf4aXyyBUDfAIH3w4gSmTUaqrCO23M860dwuWQV3Zu/5C64D9j7uw/wHoOom7npG8A4pMwOTMn429YglqUxP2V59ibLebvOd5OF99ijNPx5i6J0oohJdOEdxxGxSfAwCf0tiZ+RFKXRNUVPgsfipewCD74I2ETvghwkkTGluG19VR8FgUjMET/zqxyVL2WpZlramMaZofsgYK3HXgdOBBpF/CC5Zlve+38U/ZluBrG7+19oxL35DFr9dn4/9GFqd19KEMuMOyrEPWMUYb1IdNoex6fgMWvVq49zZA3Z5Ruh9+kt7XP2b0p4+gxiNklnSiVVegA160ityKNhSlh0BThGVX3kPtT0+WBxQH3HQWJRpDKCpuNodi6Hh6BNEXxuV7vedausnOnI+22/EsuvmLovS9Dx3PFJjeVyxhxFX1lO25BWosTsern7MyBubEcbiOCTnB2LFjUQMhrLNvZugVJxIMBqF6NCISJJvNsvBvb9A7ooJhw4aysjdHVY3BLTfdzFFjtyc6UdDdvC2xRALDMHB709jZEN6SdpTaLXAzOTpe/5y5P/1bESbY4rwXw0ZPwHluAeFRNlE7QnBoDbnODEqoHAWwe2045rd4nkAAs378B0ZcdSpKQMULxnFSGRnJ4AGuh53zULY9FIDs8nZyqzqIjh2Cm3fJLm7B7k0x/ejrmPzStcz9R57OtwqXI6QVh764ZJ9t0KcvJNBUjRILyXc9WoU6rgEAp9Jk+h4/YtyLN0g+iMk79TM6ZuYuRa8tRxs+pt95b+Glt9H0y1PQd/2O3AQIBc9x8XJ5hKGjHHEBLS98RtVx+7JoWhXZhYUvulsW2sB/ycI/yNw3iP9orNx556K8wNEzzyQ/YwbZ116j/NFHUav+2TnMWbGC3KefYkyaJFWS0H+Kz0+fTvarr4h+97v9qk0vlyP3/vvo48ejJBL9pyB79mw6fvhDyu+7j9bDipEosriInHQSob32QqmokAyGto1QFFTbxga0QAAyGYSmgabhOA65hQsJNDbKqAZ/PvGyWdxVq1AaG8Enc3Edh472dsorK+XDfMY/e/ZslHgcL5+n5+abyX3wQcFypDsLcJgUgvKf/oDQjlujlpbg2jbZT6aB4xLaYav+37gvtazT1YOaiIGm/ZPnv9PeiVoiMxNiO6CpX9cdCNej40/3k/jeQYhQUIY3rlhF689/S37WvAJGQSLWWDg5VOiYkwjstjdKWfnXERlCAduWf6oqXjYjHVpV/zyZy4Ju9I9T3/h4qaTM/TAgqsHLZWWOA8/DWbIIta4Be/ZXOIsWoDY00vPrS/CShWkuAMqfLpC579HLN9yr/4hf/M959Q9iEP8vMArPvgqAt/BLQjtthzftta/DjLIZ0HRQVZRQAPfL91B33UWG96VTMq+6oqDW1xIxR4Fj4+VyiFAYYRhk7rgG/Xf3SA/maFymoW2oJ37miXgdLUXrex9aZgQLbqPrigepHz4e5i7FGN6EloghNA0HwQ8POJTfP/NXXMPgid0PZ/8Hb8Woq6bFhSbDwMnm6LztUcrPPgah63h6CMdxUP2EREJR6O3oJJ5ISG9+z0PkbZysh1B0MrPn0/L0F8ignsKQqN54MqPADjugxTTajjiM+KWXojU2YgytIz9jhmSk86M1EAIPSP/lMaKnnoqXyeCuXIna5Id75rP00Ts6yV7URAK3qwulpERS2HZ1oZSX49l5Sk88As+2af3uIaAoVD7+OHpuJVpJvuCx6Jhb+Hh2XP4gDZtNRXNV3HQGDB29phIvb5Obv5jAmBGIYIj8wqUosShqWYL80hb0YQ14tkPnw09TeuzBclw0uRmwl6/Cc1z0hhrf6U9mNVQbmvAch4WHno9WU0nVlT+h/QubYrwXBX9y9qBX/yAG8W+H0IqzqbY/fgt98y2JXXELSlT6HXq9PfJkEgqT//xDgt89Sp5gXAcRDEkbfqIUEQrjJZPY0z9Bm7xNf5vRX1yHUlLmB7TKbHYiEECfuivJX/6oaH3vQyBUnElJK42Q/Ww6YkSTTMVr6Kiqwu9uuh5cD+E47LjV5ih5uSg1DpW864qqINJd8kSoKCjREIpQcDrbUcpKEKpKQ3mFzGAnFNxsBhEMsOrsC4gf9V2McSaBmCfHqkDk0xtPUxseM5HUWx+STyukXnqT0ssupv2SX1H68wukpgN8ciKBMHQy1kKigDAMlOrqfubC3kf+Svy0E+T1UEimp83l8fJ5P4+9B47TT32beetdSn57HZ7n4XR1k++28QqQow+VWxTnvTBqS3HmzyL/ytOEzrhYXuztRI/4nAR2nvRlJxG7Qbpr6U0+7YlrE99uNM58C3XoKPCjI0TPKtSGoZLy15B+MF42Q+61FzB23pehT90A+Rzpe28smgwFY9C5bxCD+PfjxTfqitfY649Su8cktr3DRAGSPR4BHfQQdEeGYf3yaba65Uz0qDx5OGoQDVj0zMfU7jIRbcpOCE3aKYUiyIXKCQmBm80jVOm0ZCezdM1pQz3hcvK9MqnO28dfj91TeIIdvUhmu+1asqgjx9OzrJvo8DAa4Dou+VAczQOEQs/YbUmUyfOT64Cqg1BUOhLDKXFcFN1Pw6sqtM1cQeX2pVLjUVaK58ksdY7jgeNS+cjd5DqTfPbLB1m1qDhqkCHGxnP1B0UJXYtcupfH4JEvKP2VRunllyIMDSeVkVz0nosSDOD2pim/+peAVAJM2/IEJnx8LyJgED/9JDz/hpdzwBPkkzbBaqnSXvzju2m67lwUf1yCO+9MbslK9KpSOl/+mFXzdHALD/nsbCl8IwVgZlzyegXzb/mMYTssILzlWLxwAhGT4YKeJ+gM7YgyYzHR7crxXBAqUvVfWkf3G59QOsyUfi/AgovvpvTQPSg7Yk+pGRGC7KJVpJZASTbPV3teMODpoaLIsN744PXhv8TG/19H2evfU5BMdk9alvXHtfSxEulFPtF3LCtDUvbGgTbgFCRF7iBl7yZM2dutFunULAQHPvtLyscN6c8hH6xKkG7pQo+HCZQnmHTl8WjhALneNEY0hGO7aEDt7pPQo0GyHb0ohoEelqrMQEWiPz2v4jtYKYZK6cRhPLzlOWQ7BtgsiyDH8HzhtlyA7IyFVB+6A3r516wpQghS0xcQqi7BSWYY8r2dpAOj6/LFYZcz6alfgSJoPmlPhKpg96To/XweJVPHU7XjuH62vlxLJ1o0hBLU0SJBhKIQKIsx77J72fzX3+eTvS/G7i6crW5RbuO5+mNdeTqCJSzLRajddwpu3uajM37P5JtOR4+H8VwXOyn9HISh0/rOTCqnjkUIwdj375Yx/R7M/O1fGXHW/hilUWzbRXg2LR/OprG5DoRg6O9/AoCbzZNa3IoQoJaV0DV3JeVH7s6qBe3MvrHwMLblXnGS9FSv6iaQiGNOexzVZ258//onqN5iJM37TiHV3kP0B8cSGSn59Zd/PIfqScNRAzpKSYyS7+wkr380i+rNhzPkwatQNRkh4Dku85//iGBplC49ShxBw0u389ieP+2nRy4GCosVod+H5T8d/1WUvX30rqZpXgHsCtyzpoXfNM29gKuA4UCVv/BfC7RblnWFaZq7A0euFgY4SNm7CVL2th+8U1FeYH2bHQgfcyoiXiJpV1UVr7sTL59HKa+UTlzzZ6M0DEUEg+A60t4b9FW4AKkkmcfvJ3T8mQDYs2eiDRkOwqfqDYbk8VhRyb//JiJRSvblZ8m9/GwxRPg6n3kBCH7vJIyd9kQpr5QcBooifRkAt6sDoaiIeILUn24gfOoP5YKeScswRtfBtqajjhonT3WODbpB9wWnEf/VTRAI4CV7ZXt9lLWKgtfVgdvZgdo0jNTdt5B79q8Fy2F3b/xrYUzdkcC229Hz26uI/fRnaI1DUOrqZdim75vQc9MNxM6R8rstLSjl5ZJmduVKlJpacBycjnbU8gq/zCqU8gpSjz1C+LAjAci+9QbGZptLT/Z0ChGPIxwXL5PG8zxSD9xL9sXC+AwA3CJpyaOnn0H4u4fScvCBlN91D0pFBV42iwj4kQeuiz13DiIaRa2tw+3qQoTD0jzSF92SzfY7huI4eJkMIhKRJ2nHwcvlwHURoRBeLkfLwQdBkTa0ANWvFujcd/cFG+7cd8I1/3POff8Wyl4kze2hyLj859bRPxdJb/vxgGtj+fp0/zZwy9oqD1L2bjqUvbPfL45quGnvrRAtOQIh8Hq70GvKELFEf9h+rqULwpWowSBObwY1HJALOfgxzS6eoqPt873+NpW6YfR+uYDIxOEypz2AooLrMf0HD2B39DLm8V+y5IkVpGcuLFgGVSlcDZmILWLoTgaksyjhCPnWLpS8hxoNIWIlCEUS1QSPOUNqRvI2Xx36c0Y/dTVCUdHGTASg+/XPyMxbRtUJ+6Kf+FMIBHAzWYQWkIu96/XT2Ha8Og2nN03lUUPxNt8Lt3QiCy+4taBc9LFoAcQ3j3xMtbkN0Wv+gNZUR+ejz1J+ylB63/qEyPaTEJpG7Ac/kmVdj1xrN8FyX7Vd7kcsKAoi7iuWPQ9RWgaKgrbVjv3e7IEdd5b3AEpLJb3z/CUYddV4mSwrHvkILxXeeDl8FOO9AMj++Q3ChxxK5d+eAkXBbu1AKy/BaWlHrSzDy+bQRo4CwO1N0fa7+6j86Rlfe+8LQctv76DyglMRqgeqKhd9wE1nEAGj/2/PdnBTGXpXBfByxdFYAFQX2sCgqn/t+HdR9pqmOR4Z+30o8PN19O9Fv38DL38GHIBcOA9AsvCt69mDlL3/P2XXidJE4Wrh8nOPo+TIXRDhEOl3PyW7cCmlxxwoF3PPQ6gqWiLE4qN/QtPD16NGg/Qz+bgebjKF57q4PSnk/lVi3q7HMOLdx2RRR9qFPdsBx6X5gkNY+bPfkfvoUyq3rKNn2cyC5bBzBcZrayrNN/4AN2fLPrsuXjqDWiF/BrerGxEKIlSFObuezKj3H0BoKqOfuMLfEDgk3/mM6NRJxHfYjPgOmwGgV8r6wtBxu3pRS+OQz0l7dl0ViV0mocajdP7lZZZf9DtKDt+ThjP3p/X3j260KIs6CiN3X3TufQCMuvxYRLCMWHsvbTNWEN1Jkz4bmopQFbo+m8OH+/2M3Zc/jEDgZPMoiuJz8Cu4eZvk7GUY5XECNaUYQ+p950dp+nDzMg2tk8qRmruUYEMlMy++m/JdN6OzZixdH88uSA6QaaSLgWFb7IiTydNrLSYyqgGtvJTeOUuZef7tTPnbZeCf/PMdvWiJMMHDD5QhjJ6Hm82jBHTKzzsZ15MnvIEQfppmLyudJnOtXQSqSpjfXopbRFX/iALre05x/CX+3fhvo+z9PlAPvIL0L8iZprkAuRH4J8reNeBKJMHQG0i1+brYUAYpezcRyt4vOotw4r/87+y23Ta0fjiLml02o2NRD6UAiiIneQ9cobE0MZzg+7Oo3nF8/7pvp3Ms/Nt7DDtiJ/RYVDquOS5CCDq22k2qf22ZkQ9FxbVtFENHbD6Rab1V7DxxM6bd9yHdRZCj2iuM3jU8ZghdH88hNWsJiW3GEJ04HHS931nRsV10XcNJZRn29C39mdnyHUmMqhKEqmCMHg6KQr69B0VXUSJBkjOXkNg+gee4KHHJwZ9Z2kqgtgKhKaSXthJSVL669AHsZIjUW/Novvx42pJPbbQsJVrh6uH6C46idJeJBEc04Dkujd/fQ5LP2E4/MU90bBM7vP+7flW2Ymgy8UxYmoOUgIGmK2hhQ3ry+wQ1qIrcWLmeXBwdm+joJkny9NZHlF14GJ0PPYcoghzLnMIc40ZfeBjlW5uUbjkSJ5nl9f0vY9yvv8/wk/YiWFuOefXJcgNjaOB6fHjaTWz36MVEzQY/hbONnc6h6xpC17BTGVRD901gLkJVyHb2oho6WiyEk8ow4+rHmHTdKaSFgiuKd+IvGEU88a/PJ2xNflAD7u0EPGBZViMbgf8qyl7Lsq4ecP8yYIVlWc+xbrV/H3YEbrcs6x3TNL+LVPevrS+DlL2bCGXv2HDn+opsEPSeLobssZl0UDt6FwC6nn2DjnueYujj1yEch7IP3kTfaTjsNEFWcl1UTVCq2whNkae4vM/fr2tseZ1PRpnLywx0ho5w8ghXIdpUyUFf3krvax/SsGT6uvVLG4hMrrDPOVKqE2ooJ2I2YNSU43T1YlRLb3ynN83Sn9/OsD/8BC0WYvG1D1B/8XEooQB6iVzMnVSGzideo/KUA9BL5b7OzecJDqmUeeh1rf/EJBwHz7ZxcnmiY4biprOMvvF05p9yFdX7TMaIGkT0jT/plVduvFd//3hEcqiqCwKErsqIjVweITzSL75C7LADUARyjECebDs75eYgHOwPUXPmWHQ/M5fSc0+R7ejyFGyvWCU5AaIh1FhY2rjzOUb95mjyM2YQZwWh6p6C5ah0CyS+ufdWeu+F+OO3ozXWsd+0m1H8TIQKDqEQkEnjKWEEHtve8yPctJ+6F/lZ6EENL5NBiYTRRYA+FiChKripNEFfK4Rto0VDTP7daXjZLBOrW+RGaVNBccP5DgKClmVt68/r1wEHQr8/2A8Y4AdlmuaLlmVl/UP1eRSQ1vO/irK3wD5bwH2++n8pcNJ6yg9S9m4ClL014wtn8wLQWmehDq9Cqer33ySx9/bEthwJgLtiGSOfugp1SDNePtd/gheGTunhuyMUhfwXn4Jjo2++pYzxVgX2rBlow0bKUx2gRkJ4uSxeMoXX1oK27JOiyaCEN+5kFDz8RDRzAkpTM86cmThzFmF3NKONm9yfO16NBKne7muO9cafHS/Jjew8uReeILD/4SgBjaqT9peakp5uBB5KLEGg1tdm2Hl6Lz6V2FV3oMdVFGxEOIjX3UnvxaeQuOYuJr52Nfn3X0cV7TRP7V5rn9cHu73wCTr/2G0Exw3FjYdQSstA06THvm0TnjxG/sa6RttBe1Ny90OoFZWopSXSAdB1cVatQK2uJbL7jrDzdl/buj0PL5NGCRn9nBHYeUDgLJxP5k/XEr/yWozu2RiVhcuRbi/ONC8iIcjlUMKh/myEwtBR41GEriNUhVVn/YSqG6+SmfZ82K1t5L6YQWi3HQHIL1qC0TwUt7sHJRxCCfsaCduWG0PXxctkJf+B7m5asfPuhjuNmqZ5KnDqgEu3WZZ124C/v+G7NeDeVqzBD8o0zWnAH/12B/qofSsMUvYO4j8aM4bvV/ALHN11K2ouPQUlEcNe1Y4SNNAba3A6unGSKYyGGrxsjuzcxQRHN+PZNm4ygxINyVStflx6x8PPEd1xMkZjjVRxdiexWztQ4hG0Cnkq9LI5RMAgM3Memc8s4vvvSGaGpGXteOhZup9Zr5JjrVDUAodCU2l+9o+kP/uK9BezqPrJCbipjLTJA/aqdrSqMry8zdIfXEHDH36O57rguAhDJqjp/MuLJA7eHaGq9Pk7rPzVH6m+9DTyy1vo+fvrlJ12ONm5i9Gry8HzyMyYS9dfX6TspO+y9JwriO26FW4mR+dDz2y0KPl8cfjpRz53M5m5SwmNGSp/V1Vhxe8eIvnBdIY/9Buc7iRzDzyPoff/CqOhqj/cy01n8WwbJRKWp9psDntFG1pVGUooQH5FG1pJDDeXk17uriv9JxRB6lOLFdfcS+qD6UWRoXGr4mwsYzc+iIjGcJctQiRKUapqSd70a8In/xARjsrNzsK5qE3NoKpf/9uP8PBcF6HpeL3doBsyOsZDsvgtmI1aP6Sftlcu9oKuo3YvSt/7UPLoqwU5PKRuPnODP7LwObeu81mmad6BjFr7h//3IqDZkmnjjwEmWJZ1oX/vPuA+4EjgQcuyXl090uzbYJDAZxD/0ehJF5bERGgqzT89lS/2vYjxz/2WwMgmcFzcXB41Ee23SafnLiPY3AiKwEPg+YQ8shGBUFUybWkS8Vj/yU6JRdCCAd/Ryy/qn5QWXH4/1SftR+cbXzDn1GsH9Gjj5elyCs/2l/7Zg4y97lQCW08is6ITNRxA9XkNtCpJ1OJk8sROOapf7uT8lUSG14GikPjuHjjJLFosJGNnBFRfejoIgV5XTenJ3wXAGFKHUAS9s5ehNdRRdt6JqNEQZb8+n6S1hJkX3YVnb7yDXm24cFV/H2K7bolw5eZOqApVpx6COONQycLnugy993KMWpluuO+3F4aM8e93aO+jKPbfBb2qDM/zUA1dnnIF/ffS0+YUbdEHWPLhxnMaDMTwjiyBeBmOEscol/7xkbN+CvjhqkIh7wRQ/VwEjhZD9QfAcyRTodAFnhpA8UNEZSiEoOeTxZQO8V3vXD+plWHQGdqB3jc+KUr/AUoKbaC4zn3f8N0a4BO2Jj+oHLADMMI0zV8AZaZpPmJZ1pHf9sGDC/8g/qORdgo72UXMJjwhGPP4rzCqSsksbiE9fwWlO06QHviuB6pCoKmamWfdjHnd6WiJMIoR8U8mHnZ3CjUeJrH3NtJWC+B6ZFs6CVSVfp3K15EpW51khpF3XigXAk1l3Mu/o+fTOcy59G6c5MZzzG/3/cJztxt7DUN1u1Eqa/24/E+hcmupuvVPYaqSJzDjCdjiArDzRBoHyJhLo0XDft6CDCIUBeEh2XuyCIQM4xIe7rIFhOw21JrJeOkkuRfuQ3/3OUqAbQs03F3zWGFe/X04oSvN0IDBDVN/yKg9JrPfL76Pp2nYeZuuFe2UNVahJ6K8eM2f2eVHh6AZ0uzqOB6qrtA6fyVaQKOkvoIZn85jQn0VfboQzwOhChAqQgiev/oR9rrwSMqO3ZebLnukKP0HOKN+WVHaUZU89rKlGI0NuD09KCUJ8Fypsi8twW3vQNPkN4Fto+QHRNwoAuFJKmPyWQgFkLsdAbk8JXtvg5dOS64E34SC5xIvzxCoK94mrmAUN5zvG75bA+6tyQ/qA8uy+kPR/BP/t170YXDhH8R/OOJGYV7PkVKdzLQ55Fa0kVu0jJJdt8ToCz9TFNxsFmFouOkMIbJk5y5GHd8sT+5C0P3qxxhNNWixkGQs83Ox2129GBUJ+lOZefJUlJ27AieZAhfstk7Ssxaz/JoHqDnnMEZdeAhLf33PRsuS+qSzoLGQbdwCyq2U3fsgam0t2pgpvtNZHmfZUrTm4eQXLSVw2A8AsJcuRautw1m5ArW6BhGQG5/cxx8hSsvQR46S8rsuqDqebSNsW8a5JypRGoZjz5lN7p23cdp7yXzSXrAMAFML1AT1IbCkDabAuS9egxKSGhW7K8lXF97J2N+ejJvOohoRtj14+69Pt65Hn46nrLGSfFs3CMGEfbfuvy4UISMlkhncXJ58Z5I9f3wYeDKPwXcmmXS8M6MoMnSuLA7dbbwthQgFyL0/DQ+I7rAFTncSpyeNUVaKUlJCdkkLSiqDEg6iNTb2b46FouAhcHvT5Je3E4gn+hMd2T29qNEIaBr55S3odZXkWztRdI3ejgDJIvUfJNFKQfgWNv4NwDd8t9bnD1asB//XUfaapnmj316fO+yBlmV1rVb3F8B+yDCJH1qW9YFpmlXA7UinRBUZGrgd0skviCT46dM5HQ1MRnIF2MBdlmXd7kcpPABU+c8/zrKslg149og1jc2AOmts1zTN76zeh9WetcZ2v00fNoWyrAMznY3jMt/sgkOp3MqkZEwjbZ/OJRWxWXzfG4xAp2qb0RhBg+TydnKdvZSOG4Kn67z33EzGNn/O5pP9TbcH6qihJFu7CApFhuoJjVx3CqMkKgluXA/h27qFrkNZgtDQWl753tXU7roZqSU9zHZiLH3mC6b8+riNlgfgy68K53UHaNp3S6Z4BnpvBi1sIBSVZW9OJ7m4lVHNw9FHmfQsXEV8eC1qQxOoClkChD2wU1nUUABt8hSynSmZP0AInLyDGtC/No94nsxYCLS1e0R33R8vZ/PRqz20fjxnHb3bMIzVC7Nr1/3kKGJbjSW02Yj+cMa0tYiQ2USgIo55yREIIeh6+UPKD9mZUG0ZXa9+QsmeWyEUgefH6QsBM/c8l82n3Y9wXZmQpyuJm8+jV8gQSEVVCfjhkAjo/XQW435zLDP2/FHB4wCQTBduAgLomb6I6JQxBMaPwsv7GmldR4lFJZFRWxceKiIYkGOma1Jrpgg8W45h72ezCDTWyGXOAxwXNRYDRZD8Yjbh0UMBgVYSp+uVj8nktKL1vygooqOhP7edvtrlrwbcvx25Jq2t/kbZ9+Ffd+I/BmizLOtY858pey8dQNl7oGmancAIP5whAEw3TfNxVqPsXcszfg48NIDe9TQky9sWwF6WZbWuqZJpmpOBnYCtgUa//SnANUiniT+bprkLMNqyrPuB+03THAo8YlnWzn4buv+sKUASeNs0zaeQG4JplmVdZprmkUiP/HM34NnXrz42yN1gH85YvV3TNM9fUx8sy1o5oN432jVNc+GG9mFTKLvaOHwD21etXNftteOe35O+B9KaSv1f7yTdspAh1xyLVlPVny9d72rDiMjThorDYW/8Gq2p/mu+bs8jUl9OuCImD/Vd3VCawIhH5N/pNCIYpOvxZwhvPQm9qZ5geQw8GLXiA2p2+i5tVz9PVdVKYvtsgzb3y42XB1i8Yr18R+vFkAuPpOa4PdFLYtKmLYTUyM5egtHW3R93Ha0tk3ZYVbLvBaJBwEMNGlJ729rJyntfZOhPDpdRAX6qYzdn+3kLPJxkBjUWoqSxHBwXBY+miEbMKcLBpsCZLbbteELmENRgADyXno++ovvdL6k3ZSbCQGM1Tm+a3vemU37IziiGTniib6P2PBRNw3Nd0nOWYD4m6UcUX0vk5W308j5SIw0BZJe30Tt/KaFRQwiNbMRu61pTtzYKryvRgtvY/vxD0XacTHhErdzQ+PTQmXQOJ+8QjTkoJTHeu/kpdh47DMXPwJdPZ1ENnXRnL9GqUsJTxva36bke0x97g/FH7gyA0lhLb3sP0ZoyyQmxxWhKh9bx/KdLyBUhiRXI2LiCUNwT/78N/1WUvf5pfyRwm88lcKdlWXetod4LPovgItM0NVMm7Nke+MI0zZeABQxYsNeAMUh1TAeAaZpvIXkApiI3EH19+pl//xp/PLZZy7PXNDZPmKb5ArD/WtpdWx8eG9DPNbVrfYs+bApl17nw93QVnqN76S/vpP6Kc9DK4uQWrcBoqgVFoNbWkFu4Ah1QE3FyC1fhLl5BYFg9Xt7+2mlPkzS82aVtKC1dBMcMA8BDIfnOF2jNw9FqpTNUfkUbWmUp+j4HsOjiP1F32Zl4toPd0sGSn96C27vx8lTECmcxTN56Fxy+I47nokRCuI6DEg5Rd/K+eNks0mbhseyCayk5fG+iUyeDkGGKbk8KN5tFiUcxSqLUHrp9/ybKTWdxU2kysxYS3XYz6UDZ3oEaC6EKj84nXsRu7UD96B0qiqC4aOkpzKHt0wN+AYASNNh+3v1EtxlHbDuZ4iXf0QOuh14eJ9WRxe7oQUtE0CtLfDNPEq0kilAEgcbqAc6dHp7j4QqfslgV9H65gOjoJvTqMlzbRU1EUKMh2l74iJS90WHa/4QhovDFasmVj7H02ic4aPYdKPrXfjWhshjppW0omkbnJ7PZ4SeHyQiXzxdSulkzqqqi6CrRKpmV8fPLHmLylccD0pmxeep4Mis6CJTHyS5vIz6qHkURdExbQPdXS1j85LvUthf+XhcL3iBl79rx76LsBSLAzciTo4okCfrIsqwvVqvXNuDvvrpDgQ7LsnY3TfPnwIWsnfb3W1HOWpZ1gT8ee67l2WL1sfHr7enX+za0twOxpnbXJv+mWnadqGwsnOCEWa+Qe20MbvMwlMrKfkc1RVcwKuUCkp81Cz1uoNZXfe2d7bO1CSHw8AiPGSoZ2RwHVBUlFCAyaSQiFOovq5VIbUDlkTtReeTO9PzpNnIffABAeSnS0LSRyKeLE8KmRgJkP/uS/Jx5xI4+FAA32YuzdAW6OQIvb6O1zEMVWenT4MNevgKtrgoyGUQ8RmBYg4zHDgZQdA2lopRoaVyOhaqiN0mLq1ZVRumhu+Gm09j/WOc+b4NRVl/4YhE56SSMCRPAcWTInQ/7/bdxe3rQDz+cKvEVyT/9nsRFF8nXxvPIv/sm6s47IwIB1GhIhnsmkzLxUy6HEQ/h5XPgacTGDwVAcW3CI+tlopsFCyif3MjYXXWcZYU75g3PFof5ThvejNfSgp3NoA0bKi+mkhiZLhBVlI5pQBg6ubkLiNfKT1fRVbBlsibhOky65FBpCkkmEYEA4fpy0q+8DjtsR6k/FgDhbDuJPSZQ7q6ke37hiYqKhkHK3nXD/PdQ9qaAG62v0/O+Amxmymx9UaTX5GzWTBfbBvRxhD4N/GYd4q2PcvafZNyAeu4arq2t3vpobwdiTe1+mz5sCmXXie6Wwk/8ACElRsedT1F10emkP51JaPJYmWUsIr33s0vbabvhHhru+y1KPOIT+PhhS91JlIBOflUbankJSiQsbaC23Z+Upy/trgiFcHuSZOYuR2+qI9WlkyqSDGqhcfw+3HQWpbaWcPMwWq/5E5U/PxclFkMZFcVNphCBAHkngD5ixNeqT0VgDB+C0yVJWbxsFrutE72uWppGfFKbPjOJ53mQyyOCAbLTZ7P0qD4FW3GmJEUrfCy6br0bVJXqR+4BJOe9VldDaJ99+uUQNY2E9twbL5PBTWdQSxLyPsi49pZWWs8+j6qH7kaoqsxk57rYCxahNTX2byhEMEjqxVfouvZGqu67Hbe7BzsDThEW7XnzywpuAyBeWYPy8Xy+Ou0GRt1yDlWH7Cjfi5j8lOdedj9DLzkaUV5J76wlJCorpXc+4OUduj+eRXyyTOIjQuGvHWHLG6Q3v18ORdC9Isec753DhL9ezorgJFJFSGIFks+9IAyq+tcO899E2QuMAh41TXMS0hNyKnCvb6vvq7cFcI0p0/A2IGMnW31V+b7A/UiV+boCaWcCI33/hV6//LXAEL+ND1g79e6anv2NsVlDvdXbXVsfBmJN7c75Fn3YFMquE4+lipOdb/dOl54Gk+z8FtJdScZNht6WLgQQqUwQmjqFcH0jORRCigII3LwjaVyDATxFQa2rQVEFnuOS6UkT9NW9nuvhZPOomsrcNz6nbGgNjBrJvI9nMyMbZ16RZFCKlIzl0OlLqNt8OOga4TOOByCXzGCncwRLIriuh/6LC1Aqy33tiJQRIfBCYTxNRSgCvbYKgGwyQyAa8qn9BcL38s65YAAMacS4+ybeu/Vp5rzyWVFkiBXJRF4+upHt5rQx7d4X2evWs0EI0u09ZLuSlAyrIXvAEQTqK/n8T88x5dyDAD/xjqbSs6wdoSlUPXSPJPGxHRa/+SW1U0ZBTR3oOq7t4GRzCEWht7YZ9ZrfQWkZb13/NDM+VIC6gmVYHCzslLrnjw9n6BST2tFNLP5sDn8P6hypa1QJsHM2qqoiVMFX8TA1eZtANER0K2mhlVkYBdl0FjGslralrZQ1VWLnbIxQAM/1ZE4I/M2gKkh1JtEmjeBJxyH37gxWbN7Mp/OLE5K4Q6ENDKr614l/C2WvTwV7P/Ae0lfgPsuy/mkBtyzrY9M03wTeRW4OzvJv/Ri4wzTNM5Aq9LVGEluWlffDLp7327jLsqylpmn+we/TW0iyhT7q3WuAx33P9bU9+/bVxoYBNv5vtLuOPoxFbrjOXFO7lmU5G9qHTaHs2n6DPmyVKU6y8eA7M5nws6PRy2MyDh0I6ipu3u6PS+76y5tUXHC4n10NwEN4kJq9mOjIRoSmYnen0BIRej+ZjTJ+GIHqEoQi0PyTT1VJlFhDBW42T2yXzQnNXETF88UhKMkXaeHveeR1gjtOQNE0AnHA8+j+aBZ2d4rw/lvjODaVI+qkk54frtX+7gzKtx+HFtBBEbS9M4PW177A/OmRGAHDD1yH5NwVCBWiI+rRgzp4MPe3j7P8ibfZ9+nLefeDWeRaN56qtw8JUZz3IhZSqawtZYdT9kb1f8NgNEQwIrU04VyeQECnfFV7f3iaUKQZKBDUUQydJTc/Qd3J+6IEDJq2HydTHYeDfkifCjkBiqDSbMDuTrH4Nw8SuO85JhVFAjiorsAQyQduhgegXVUZ8Y+/8Msnf4oxdgwAquP0+zDsse94lJYVqKHGr/kJXBdcgZ5LEyiJ4aouiqKgZdJkp31JYMtJksDIE7irWlFrqgkFVZSPv+SculYqt2um47UnmFq98U6vRcV/yYl/kLJ3EP/RuGrIMQW/wDucfyiNU0zqJo1A0VSyvSk0n2EPz0MLGqz4cj64UDNxGEs+nEXtZsNItnYTryuXqXsRzH3tc2onDCNUHiPXmyYQDZNs6yZSHsd1XPKZLIY/4S//fB6JhkqMaJD7D76MVTMWFSoGHaJw++OePz6ccXtuSdWIerK9afSggaKr5NNZMr1p4lWlZHrTtM5fTt24oZKRzXNxbRcjHJDpiV2Pl29+gq0O35l4TRmKquDkbTI9KYSiEPaT+riOSzaZpmtFO7/b60KOvuVc3r73ORZ8aBUsh1bgJmj3Hx/GkCkmNaOb6Fi8Cs/1qBndhGpotC9aSbKjh8bNRjD7zS9omDicfCZHpDSGamjkkhkZyaBLz/4VMxdRP3GYf/pV6F7ZTrorRfWoBsDjs7+9zYT9tkHRVJZPX0C8powHT72eJZ/PLXgcACrc4mW3a959ElufezCVY5tQVIWWGYuIN1YSiId544pHmPfCx3z/5aul178HvSs7iNWWYWdyaAFdpt51PToXrqR0WA35TA5FVcj2pAmVRvEcF9XQ6Fiwkkx7DzP/+hZfPPBK0fr/o0UPFPRiJH92+AbPN5Ff/bk4O/F/AQYX/kH8R6PjsJ2L9gKHTjufwK77yj9sW6akzaQRuo7buork768i9sub8Hq7fRuln2u8qwMlUSodfzRNOq/Ztvy355Gf8TlaUzMiGoN8Hi+XxV25DKW2AS+VpPvMI4rSfyVYHOe+4FFnICpr0Sdu6csjQ/bIZSEQxP7qczL33ETkFzdLbgJNo4+kx8tlwPVkvH4/Las87mdf+TtKJIa+9c5fX3ddei86Aberg+jlt5L89Q8ll3uB8OwiqWQDARJ3/wMyaQjK0E5n8QKw86jDRmJP+xht3ObyPWhtQamuxW1vRSktl6aPVJLcmy8S2Osg+smc8jmyLz2NseNeiGBI+ooIAXae7LOPoW+xPenH78F+//W19+tbwMsV/onoW25L8LDjUErLcTNp1NoGAJwFcxDhCEp1He6KpTIss7YOL9mLCIZxU0mURIl8N/I5vGQvaBpKvAQAd/kSlJo63Hbp66uUVYDjkP/4XZK//TkiGiN+8wM4i6QSOP/Bm2SfWVuE9/pR+pfXClv4Lzlswxf+3zy2yS78g8x9g/iPxrtvbDSHxTdQlv+YKVP3JLOig3CTtE+7jkAoHqkujznLm6X6NRCRtmqfoCfVkiYcjst85P5J0/rt45gXSzZNZdgYPE0ls7wN1TBQAjoLn/2K5jNG4Hlq0WQYXlocw3b1AVF6//ocaC9Se/3FKEEDe0UrbjaHMbQeL1HHsieXUz7kScrP+J6s5Ku5s7MWYwxvAlVHeJJz3cvlwXUxdtpPngSFANsh89U8tPISwpffRm72AlZccS+9r2bwLf8FYXpnAeERAzD81L0Z3dFLatEqYqPqUUMBMk4I1zaIAXb1CJz2JLnuJLFmnxcuWoLneti9KdRQALbYFQAv7+I6Dull7QSn7osIB7FTOdxcHj0exs27qLseQssHFu9cNYsi8MwBMHXc0sIaUFVi3z+LjrNOJ3rKaQR23b0/cqXjvPNQhw6j9IabENGE3AQ6LiISA9fF7eiQC78QiECQzMsvEdprHxnloCiIeCme4+KlMyhV1f0RH+rwMdgk0KqGk3n5ZXpvubEoY1EoPHvQq38Qg/i3Iy8KV2OOvvAwyrc2SYwfip3MMP3XD7HFrWej6BpqJIiTzZFe3k7D0XICt1NZ1KBMQypUhWB9BXYqi6YIQKDoKubFR+LZLnYqgx6XPgOh2nI818O6/glmXf9XFj/5Hjv+41foQ2tILVxVsBwzi7TYqW0u7aICtzdPrU9Dq9VU9N/PZV0yBx+Osu3WX1fyy6VsDcPQ+9OyCl1D6Br57hT6gFStruehNtYx6/d/Z8wFh5JRgnQ3jcHq/IpiIFwkhrWqySPwMjk0Q0cNyg1JZEg1Mibfxe1JYVSVkJ63on/hV3yyolxrN2rIIFgnnTeFqqAogkhTFUKT760WCUAk4DPfdeP0ZqjYdjTDD9mO5X95qygyvDO9MF/2+JhGxlltLCjbjdreOLn7XqV23y0J11dS8cTT/eUcT2Xmb/5M09G7kBjdCIqCNlRyWmRbu9HiYdRtdpK5GnyvfieTA9tFrWuQDH9+eGz7rBaSh/yQ5PwV1DSMR/n1H8m2dvPFJfeSXdW50bIcVNBI8F9j4/9fpez9xjN97/hZft9AhiK2M0jZ+28vyzpQrxUer91z3b30ANFtxjHq4cvZ8o8/QKgKnu3Q8uALVB23DyXjGnG6U3i2gx4P4aayeLpMrqLqKmrI+OdJwZMa8v9j77zj5KrK//8+t02f2d6z2dSbRiq9CEgTQcUCglQLgqiAgIAVK1JEEKyIKCAWFFEEBKSD9E6ATHrPJtm+0285vz/O3ckaU3f2+yNqPq9XCJk559xz7szc55zn+Tyfx4hYeIM5tEgIbyCL25uhec5Yxr9wLVZzHX7JoVHLURqFdcSjldUtQAgav/FZYvvOZPxph4KuqXQzKZUATzaHUV9DbEw9rWMjxBuDjMyhcKEQmL0b0cwJ6pSPqtcO4G/sgmS7Ej4yDTTTQLoZJnxkX7yuXiK6z8Qz3k1i9UIyD/yzsnUArlvZhrDhglOI7TmdyBwbL5PDGt+EN5BFT8WRjkNp1XpCE9owDDCiIeoOmKZOuI6LFqSmRdtqEZaFdF313TB0xe7PFUCYlJavJTReucz9XJ5wXQrRVEPvXx5l6pdPQL///orvA4DjVljIqkZgZQcZt994UvvZmI01Kk1PQPbVRRjVCUJjm6BUYvKnjlSprlCuTyF0DSNkoOmaEsCRBKRQVbrabKgmn15BaEwTWlTVWAjjktjfZu0jT9N77dsMPvUa1ccdzL5XnMLys6+s8I5UgFGU7H0n8b8o2XvoVq45F/hdOp3+/GZddkv27sKSvRMPqty9HT3365iz9wErYJ/7LvgCYRjEUbrxZk0Srb8ToTeD46CFDZV+JARID4GOP9iLsMJgxMH3lLiPW1IiLgKM6gRGVYxQazX+mhV4qwbQx3Qw/Y9fxlu+iNwvrlFx9BHC7ansoWQdcBBWrWDgnFOpvu0OtNpaQCBLJbzVyzGa1Im2+Pwz1H76hKDOuoe3YhnF114l+sGPkDhsX7VR2Lie4mMPEz3pVNA0QuOUgROB8h9CoCWihGpS4DrQ00nuxltp/uo59C58sKJ1AHgV7oHknT+ltHZ/IjO+glGdxF21SvEZUnFkPocRVbwHq60BWcijRaOKz/HG64TmzVOubcvEXbFcbZ6iUfSamuAe+AhNVXxULwilktjfh9R0kntPQmZ6GHflaXirVpH/293bmOn20bcuOqJ+deedRmTedEKTx5F/fQFWbTuapeP3ZxCxCFo0jK77yP4+oEltinI5tLC1KcNB15AlR3nHNA0hJNJx8QsF9GQcsy6lFBtDuiqCFPQLjW1Ar07ivvoSMl8kGvUpPfEEsYtOIlrpBrcS7D7xbxO7smTvM1u55jxgnm3bjwMbgHPT6fS6rVx7t2TvLiLZe+/jlbkxhaHzvsun8de55xMf18x7/nYZuY19IASRhirCJ30GgM6n3+KRj17Jx1bfiuspnXkrGVUELt1ECI1Hz76JQ2+7KMj1Ffiuz+s/uJtpZx1NqC5FqT+LGQ8jQmFWvtxFy+GzKXT28cy5vyExvonItE8y/4d/HfFaWr3KyvJO+OC+DN65AL/pvYjXVlF1oEpFFIaJ1jYOKYT6MVe3k/vnm1TtNxWh6xRKISLv/QAAfsFRp7y6RvSDjwGUroHTM4hVn8J3fTQzOBHq6vEz8MYKjEQ14U+fj1PymP9qQ0XrgH8RFBwRhKGz583n0ff8IsITWgi3tZVPsn0vLGHw5UWMvfijePkSr77v68x75Bol82xPB0CWXIrrugmNHavq0TgeSOj+x0tUHzJLjWWYavPkSwZfX0xi9iT1REokAIFf3cDaa/7Eurcrux/rxAg5E9+6B7gHYegc/fhVCEMjN1DCK5SQXg81syfgxlNEmgKBIE3j0U/cwEG/uZgI4OWK6NGQ0ivwVLEqGQ5THMhhBOmQaBoyFFLV+RD4voem6/jhKBoa4a9fzOp7n2fV356jZe85hF9dwav9IxcksrffZJuQuw3/1rErS/Zu7Zq2bS8AXkqn0w/Ztn1yMM5HduDaw6+/W7J39NtuE5NFZbW6I5PH4i9fQ8fARsZ9/ESk7xMNYrL5Ravo+8cLNJ/zIWKaupZfcjAiIYxISLlsLRN3Yx9mYw2H/f4StRHwPISmsfaK3zDr4o8pt6jn46xYh+NLYnMmMfbYvdDCFroQNG5ch+heT/s3Pk6pgvWYFQq1RKssYsfMJb7ndPRUDM008DI59EQUPWzh5fNIV0fkspi6LCfMRTsaEZahXN3ZHFosgmYZhFqVx2DgoeeJzbUVMWpYgaPMs/NJ7DudxB7jygp2XbfdR1W4sg0MQMiqLI8/ZHeg65LEjLEYtSnFvPd9pOtRtd9UDEd9Tu66Dcy973J1vPElg/c8StXxRyGC9QshKC5fQ2hsCwhITB+DZhn4hSL9f/oHiaP2x6ivITFrIvg+/X97jOJbS6k77xSy9z9JPFyiPlHZd7yhwt8IQP+VP6Plhq+o++B5ZUW+aH2SJe86lYnP/BZh6Bz8k7Mwo6oYkTbE6XBchOciMDGiIXKPPkfoPQeWkxw0TwkeSccp9wnVJED6xHs7mfWJg5n9yUPw8wXWfeWHzEr0VryeEWM3uW/bsHdRyd50Ov35rVzzkaA/wby/tY3l7Zbs/f/XdpvQtcrc22YyjNVax5Q/fYvI1A5VQnYgi56MER7fSu2HVAqX29tPzVF7KnGWIVd12MJ3vMDQC+XStMyygEt8zgS0sIlfckFq6IkI4Y5mkJLCghWEJrSix8PEZ4wlNKYRPRaqaD2pqsoqmBnOAMUn36bo5iguWkrtxefQd8Mvqb3kHEXIEhoyXyASVKgjuBfuxm7MtiaklOipmDLivk//7/9K6mMfJDKxEaMmibuxGy0aUe5S6ZO56dckDvgB7tq1lN5ME547k8SsDuoPbKc0v7Jc/u7uyor0CDNF5tUliLCF1VhDZPo4/GwePRkDTSM8ZxrS8zDbmlh63nWM/8lFCENXRt/Qka7Hhl/dR8On3qeMfiB05A2qyoNaOETskL0xaquQnoezoQ+zvooNd/6TiTddSmHZOhxHo1TSKy5LGzIrN1a9D75E3bI1WOPbAsEdECETt2eQxPFHq01fzsEc07wpxh+Uo5ZSKhnnoDBR/NB98DN59JQ65evJBNkX5mO1NSrJ67BFYcEywlPGETt0H1aefTmFBcuHzWZ00lZHhN0n/q3D3rUle7d2zZtQseY7gMOAl7Yxnd2SvbuIZO9yZ2QP+GlDTP6p7fS8spinT76afW46j5b37kUpW8QQGmYigtVYq8rPtrXQ/K2zEKZBYX0f4Xp1CtRCGlaLYrzfv/8FHP7YVZhxtVmoOvZAfM9XGu2mTnj8prDE/J8/gPR89v75udScczyr/vIMois34vUAdHdWpvnf8OgK6o88iJ4NGcLT5iF9n9pLP6fY1p6PCFlkF67GrEshhMCKqQe8OUbF/oXQyC5bR3R8M0LTSH3sg+BLrHFjcfqyGPV15XKuTk+e1DcuDfq3YI5R0rT9C9fR6TTT07lxCzPccXgjFPCZdOkJVO89hfi0dvpfXox0PUKpOELX0BPBZyMEnuOjFRz0kEWxrkHpFkA5m6HUM0h4r+mbjGDwd2Z1F5EpauNktSkXvpASLaHi8JNu+SoIwYYn3sTtL1L0TLqcyj7XYoVExyE09+SonaTTP38FwtBJzRiL1d5I00Wn0//WCpJT2xG6htOfQ9dVqqsO5Zh/obMPIxFFCxmsvfcF2j58AEIX+I6LZY/DTMUZ2iyY41oBiSsMVvSbZPOjULIR2KPSAXYb/m1il5XsBc7e0jWBS4Gbbds+B0WW+9TWLrxbsnfXkeytw9leky1iw5W/ZQNBLPeJa5n2kf2onT0eJEQaqkDXkCUXp3cQszZJ0m7lafsMDlzxW0K1iaDACLgDWfDVSffdf73sXxT/Bl5ehBELE53Upiq0+ZLO3zxE86lHsNePP4vQNbJvreT1Iy6m9exjyT7x6ojXAxDSKzvZFR54muT5xxGZ1IYWUvHnDX94hNiMDmJTx1Hq7iPS3oAeDZFfvAbqkrg9A2TnLyN10EwQEGlTxt3ty+AN5Ai1NyAdDyMaQhZKYGgIXWfN1b8lecAMIm11+LkCejyq3OW5PO5TL5Gs8FAXsUZ2H7M//BVZAENn2ou3qUqEdVUA5BcsI2J3IARYiQju2g04uQL2pSeAALdvEM0y0aJhzOo4Vm1SER2zBbRICHSN6r1VlDn3+mJ6br+Ptss/h+95dH7nJpq//HH0ZBx8if/P50jMsQlbRbxIZa76fGl0yvvquTwgiTamMKqVIZaeT2HxGkLRUHmT46zdiDF5DCIoB+yXXEBipaKqaqWh0/LePYPS1hZefwajNoUsOZQF5TwPvwje2o0kli8nMXrigxXhv0Xwbrdy3278R+PZlg9V/AWefu+VxGdNVIbHC1ztuobTPUDmxQVUHbGneitXRI9F8LJ5tJCJ9Pzy336+iJctoEfD6EHevtuXQY9HcNb3YrXUIX0fp3cQqy6Fs74Hp3eQ6JSx5NKryLy4gOVf/kVFAiFtY/oqvRUkz/oEodkzsGbtoYhXuTzdX/kWddd8F79QwHlzAV5XN5HDDkZYFrkHH6b365fT9OBf0JOJTdX3sjl6r7mBmssuRRZLKiYsJdJ18bp6kIUCMpfDmj6V/D+fI7zPPNzlK8n87k/k/v6Pitfx+vLKCYINR85lj+vOxkxEEIbO6+f9lJk//AwIgdOXodg1oLxCNUmEqeOXXErdA4SbFfnML7kITTDw5goibXVqI+BL0ATFrn6sqoTK55eSzMI1ePkiqVnjka7Pi6ddTfW8SRQ39LHy1ocqW4dZqKh/yxc/RmLvacTm2SAUcVEYOsIy8Ysl1v3oThpPOxotEVXhr3wRLWQhfV/p+EvwXRfNNJGOi0SSefZNEvvNKHMFvL4M7kAWq61BbSB8Hykl2ZfSpD/ylYrmPxx7rv5LRbTPgTOP3OHnTfIXD+5W7tuN3fi/QH1N5cQl9/kX8Npq0KqSCMNABqQ9sypGYs5EVUlu8Qqlvz6hHVwHKX20WJAmJSVaNIS3oYv8i68SP1YJ/RjBBsBsSJXzma06xVfUQwarTjqHsY/8ltydd5P53d+oS1a2jmUrRqH86pf/Qu1719H22Sjx2ROQukHt97+L9CW+IxnsLFJ10H48Pel0DljxO6JHvJvQ/vujR8NIX5J5bTHxmRMQ8RjVX74IgDc/dQ3Tf/lFhGVQ6uzFrK2juGYjS79/B1N/NglrzmwQGvqYMSx7dD25UVhHk1UZ3wGgea8OyOYR1XH8XIGZ1ymj7+UKZJ+ZT+rwPfGzBbzeAYy6KjTLwAr05oWu4azrwmyoJrXHOOUh8v0g/VMSqk0GmzwN6fkYmsSsUt8XYWi07TWWzutuC9ZS2TpiscrS30KWh677gEToJss+cCb1X/wUiSMPQGbzNJ99HFo0TGnpKqxxY8g+8SLxg/dEhEOBp8sLdBtcpOeiRcLE50xSRt/3cXsURznUWq80DywTdA1vfTeRya00f2RvMvdvHjV9h7Db1b8bu/HOo8aunAHOgzfizx2LPnMeYCCiKqYquzZQ+stvMD51Ptb4NrzlS8H30auSSrI0qCcuhARNxxzTiFkfWO+h94WGv3E9FAvobWNxXnsRc/ZeaKkE45/5E34hj7XxpVFZR83UyseIf+sGjIm2SjWTEn/tcrSOCYCGEbOo3mssZLqYeYoyztIpoVsaaALh+0TMDML3lPhPwNXsmJFBmAFbu1XxIcLt9Uy9+jS0sAmY4LkgfOzjqnGefrXidQijssNW+IRPYB34LkSNyvDQYhEoFdV6YwlS+09G6BqlO28kcsa5igdRzEN/L6KhGZBYzTUIw8BbtQS9bRzouqrzEEuQveFbhI/5KPqEKUr9cUKrIku6Dhgmzed+hETfU3iL3674XnS9VtnOofeGX9MLNFxxMYlj3834B36p5gp0X38LfjZH01WXBqRXiL97H8V18H38fEEROlEqjtLz1AZoKN9S0zDqqsubIiE2xXiMhhq87j7k+g0Vk3hHC6NWA+Idxm7Dvxv/0Vj+wnYz/nYIk60GDKmx7urf0Hj2h9ATUVxHRxz0oYC9DgtOvYopf78OPRkbesYhHQ+vL4NWFUdoBr4ZUZzjocIrgKiqUzFzCcb0Ofj5IkLXKCxbj9VUy8rHPdzuytcRDo2cH1DG+y+h+bvnkV+4jKYvf5oNtz5I81fOBkPDL3mIRA1+JotxfKBzpZu43X0YDSH14G6dAIaJLJUYePBpUscegn7kqUrHf+U6jGgYva6a0qpONnznRurOO4Xw1PF4XX1kn3uddT95DhiZ4MxwVDVWduLPX3MzXHMz6Dr1d9yOXl2NFPomDfqCi57SkHWTKD73AqH99kVYYURdY2DYNGShqBRJErVlQ+lu7EHL5IiedWk5rCSLRfq/dxXWHjPwBweJnXoyzptvU9wAzqpK7wR091WW4TCElGsSKznkF6wkOnUswjJIffIk3J4BEGC2t+L2DOKXHKzmWhUKiyhPkNefwahKqIJXhZISQ/J9uv7yFNVH7IVmGQjLwOkeQI9HyC9aTXRaB17Jp3uVQ2GU1jCx0gH+O+z+/02M335nJXuPBi5DPZdfCq7zb4sMBGP+CcwMcvuHXp8CPAc0osSAbgje2hfFqvdR6YTprazn36RoN7vuv8ns2ruA1O+u3Hbzz244lsw4alS+wGP+eiPm2DZksaiKh4RDinyEVCe1QEMcMewkOez/pedten94m6Hfl+9DwPxGStadeSn5516j8ftfof+3f6Xw8nwqRU9v5QYTYMxlHye+91QidrtiZAN+oYQslNBTMbx8CWdtF+GJreX3tJClCvQVSmiWWfaGDN2L0rpurObacu62dFyk45XHX/fjP1P7kUNIf/QyikvXVryGgjdKKV+axj6v3YgZhGjwJb2PvYpfcql9z17kl6wl1FpXXofTPUB+RSfJuZPL8XxAGXlNU5KvwSag/L6Uij8Sthh4bQmaJgi3N7LgrGvpe+qNipewx6Hd22+0DYRP+ATmvAPQ2jrUpqd7PSJVgwiFlWcLCbqBzOeUBr/nqn/39yJSQf0IKVV1voE+sMJoyeB+uk7QN4uIxsvX9Ls34q9fjb9yGe7C+fj9vcQ++2UGPldZJcuq3z1akSuo7+R37/Dzpur2R7Z5Ldu2NeAnwCygCHwqnU4vHvb+mShFWhf4Tjqdvse27XaUbR2qCPbpdDq907mv/1WSvbZt34QyyocE6WEXA3XA5kb0KOAKoGmz15PANagPgXQ6/QZBCqFt28uBI4c2CbaS6N1RKdqh8XdZqd8tzWFXaDv8PmwJxfzofIVFVRXeQIa1l1xH8+XnYoRDOOu6kI6DNaYJYeis/uK11H/mBEITx5T7+QMZNlx3O41f/hRoGn6+gAiZlBavImR3BLK26mFfeGspVkeLki9tH0/jx08kNLmDzFd/ijcK60jEKnf1151/Gqlj98VorKPw9hJCdgfCMCi8lqbvD/fR8oNL0CMWTi6rjHzYUkSsQjHQMBBlw46Uyr1bcjYZTkAWSxTeXEzhrSVUffRoSstXk5zdgbtiDbVz2xhcvyNJPdvGaCR/1Z1/Gqnj3o1Rk6Tw5mLCU5S7PrnXZPxBxS2JdDSy5qKrab78C2iREHrUIjl7IkjJ4ENPkzhif4Bg4whefxaJxKhKDhVyRPqSxXM/zPiHbyYxowM/k6O4cCnx0gbMZOU1HDa8GqpsgPm/Z9zD70X2Z5S0sGciuwcwW8IUFixFWCahSR1IFBkUX6LFdKQRRgSbP1ly8Hr6MRrq1AZYSvx8ATQdDR8RCkoe9w2gxWOIVA2rz/gKzVddgj52JuHmBkQsSm/fBJzlq0e8lKrK7sRox/iPA8KB/dsXZXs+AGDbdhMq621PlN/oKdu2/wF8G/hROp3+S2DHvgd8aGcv/F8l2YvyKrwBXGPb9njgpq2cGH3gcIbl6tu2LYAbUamIO6KbujNStEegBISe5f+D1O9m92hHpX531bbbxOrM6OT3ThQaWtii9YYv4ReVy9z14IXjvsvBr/0UhKD5258LWMpKslePR9ASMRq+9Ell9F2XrsfeoOHoPdGb6sskL9/30TSD8NRxyMC9W/eFU5W6351PsWKVZDRM1fTxlVf4K952I8UaA2/iOMLz5pY9FtE9p+E8/bgS7FmxEt2UQfhC/ssJX5bUBgApwSmBaUCphEjEyyI2ImQR3mMS4anjEKaB2VCD1daEzOUwuhaRqK2MhQ5gRisXrfHv/CkcPofSyiWE99kXSiVVMjYeRW7sBL8Of2CAZLsZcBVABCd6WSoRHt9QrmfgvP0m1ow98Fctw5wRZJMHIQGha0x+9U+ISAS/u4vcbbcSP/scYvm3iI2p3LdsNVSWC6d1TMJIxSg+dj+GPQNj7ITy/IvfPQtzv3fDpK8iN65BaBpaa4cy9pleCDUoQ+85GM0Nas2+j/Q8tHCoPI4sFRGRmJL4FcqD0H7L5ciBXpX18JVPkbjqZlq/eRq5ay+r7IZUgtF19R8I3A+QTqeftW17z2Hv7Q38M51OF4GibduLgZkomzmk2GqgDsk7jf82yd464FBgNkrU5knbtp9Jp9MLN5vfP4L5DX/5MuDedDr92mavbw07LEWbTqd/G1zvQP4/SP0Ow85I/e6qbbeJqe2VCb2U0b0RMa4dAWiWOn1EGpIc+NC3wHXBNPBXrcScNEGx+yPKtSulhHweolGE51E1pU499Pp6EElVmEYzDTWGroPnIkwTuWE9uUeeJN7dM2prWL2ialTGMf0qsn9+mbF7zMR3HPRYRNUuOOFEAHwzxqsHXMBeK+5QGyFdV6d8z2fwlaWkDthDnfR1xXPof3kJyb2nUFy1gVBrPVrEIvv6UmKzJlDa0ItAgFNEC4VZ/mgfo3AuIxYenUIuSSOGOa2NwtvLMFsb0C0LP1dAmnFVz8kXMPMg5f2IhBFh9d1BNyBWjdvdj1GTxJw2Q9Wpb2kPYtzq0TuU+y7CYeUliSaIn/N5Sis76elvxe3qq3gNhXRlj/naxumE+/P0LpVUT45ReGUhYbsdPRwi8Yv7yptDraWDpedeS9NZxxGbNRG9rknpYTguq777G9q/c1Y5FCY0jd57nya/aBUt552AN+BjRAArhDeYQ5ayvLH/52n/3tl0/+kRBp90mH05DK6FZU+OnA+z5/abbBM7o9Vv2/angU8Pe+nGdDp947B/b/4c9GzbNtLptLuF94ZsSVcwto0SbDtupxYQ4L9NsrcbeCGdTncGfZ4AZgcu/4nAxnQ6ffxWLnEKsNq27U+iQgAPok6hW8POSNEOYVeW+t1V224Ti1bWbq/JDiGVA2NVF0YqitA0jFSMvleX4fYNUn/MvkjXQxvTjkQgpCSzYBUxe4w60VshBCBCIazx4/CLDlpDYzm+LR1Phbt9j8yC1cSmjkVrbqGnP0qxp8TaUVpDidFROWkcKFJ9wqEgKGvog8BsqlFaBPkSxuH7KWliNpVeFbpGZPo4vEIJoWt42QJmdZzUgXvgF0pEJo9RKWxCEJ9nU+oaoO/Vpbxy+jXMuPYsqve26fUqzF0LkM+OTox/nAMiX6I4UESrddCTIBHIaARZcvE9iMydhldw0SJq8yM0VX43u7gToy5JvDaF0FUNB0yT3LJOQo016FFLyfsWHXLLOtGTUcLNNUjXwxrbTB9VFLKVh29SoZFtgpovOpnYXlOJzJgArkfdRw5BhCzF1dDVd3vdD36LNaaR+jOOwc8XGXf158qbmuxri4jOGI+wTNq+egaAKltsGkjPp/o9+5I6ZC4gKK1Yh14dV2WuE6rS4bjrziWx/0yqDldS2Vo8QurQuejaO5dSJ90dv3Zg5G/cRpPNn4NaYPS39N5wm3koihtw6kji+/DfJ9n7MjAjIP71oVzkv0in03dsb87pdLpM+ByK52+nyw5L0Q7rsytL/W5pDrtC222iJZXZXpPtou7804h11COiEXLPvIoWDWPMm071PlPKSl3+YJZVn/oaHX+6DoBQdawszyo8D2ejEunx8wW0WBRnfTd6uE6dhPN5tHgMNEF0TC1+3wBGfTVtJ70L6bjEelaSfXJbCtE7hg0DlTOfOy45kdpDZhIZ34zTO0j/s29T//791Ju+RJg6VnWCcFBhT7pesDmQSNfHiIQQpsH6Ox6l/tj9gtKsAi2i1P6EZRBqq0cg8PoypKaP5ZAXryfUUkupq5/Wd+9B76OvVrwOncqNQ/slJ2LWxDFrUxiJKIMvL8Kqr0KPhRGGhl9wMGuSSsM/Fg5y1n0EOtL30WNhouOaGHx1MdFJbeixMLLg0HPfs7R99jgVEgnuaXHlemqOmAdCkHl9KVZTDSKTxRSVr6O2YWS/kUishGl5CN9FS8XJ/eNxnDVrSX38Y4oEq+vUf2BfRKBn4ff1MvibO6i5+FwAontMCDgeJQovvEz0Xfsp75cQSt2xqwejpgqQhDsaVJZMNkfusX8Sfdd+pA6eTdel30KWHGouPRct0srGT58/4vWMCkbX1f9P4H3AHUGMfziT83ngu7Zth1EE+anA/MDo/xB4TzqdXjHSC/9fsfp/CHwUWDDs5fOA64EhOdYzUeSFy9gU54dhkr2Bq3/KVlj9jajwQIJ/lew9Efhi0OyOdDp95TbmuTwYv7C91zd/zbbtycAvhq8nkKL9BspoacAX0un0U7ZtfwyIp9PpG4ex2Ydkdn9s23Y0WEszmyR5O+1/lfrd0rhbm8OQ1K+xlXF3Zg7veNutfX4Ane86ZFS+wInPfRZj/DisWbMU63qoGI/nga7jrV0HUqI3N5XJSUNiLOX/H8bm9/v6EOEwwrI2sbgBmc3iDwwgCwX02loGb/41+bvu2tKUdhqFgcqlWas+ewbhOTMIzZmxad7BM8IbzKDH4xRenU9ouo0IWeV7JCVldT6EwB/IoMWj5TFkqYSzfDXW5PGbLhaoFBbfWojRUIve1EDXZd8ne/eDFa8jUl2Zqz/2iU9i7bEHxvgJYJqIcKCXP0RWy2YRpknh8ccJH3HEpo6lEhiGivP7PkIIZCaDSAQSt4MDivkeFDIC/jU7pFhEWBZeVxfdJ55Q0RqGEGqpzPuhdUwk8c0fA0J9950S7rJFGJOnq99HqQiRqMpYgHJZ6nJK67DMFnfxmxj2zE2D+z6yVECYoX/JevH7utESVRTuuo3QMccj8zm0mnoyl30Ob+lws7Jz2B7Tfnvoft/BO/y8qf3b4zvK6p+J4sJ9HHXwWZxOp+8OWP2fRj0jL0+n03fatv0aaiMw9FxMp9Pps3Z2Hbsle3fjPxr3Np40Kl/gpmP2puGoeTQeORczFQUhKPVmWHL93Uy97GM4fRkenvVZDn/r5xixMG62gGYaaIaOmysgTAPdMsoP8fuaPsZBj11JYorKAJCuKtX75tdupfGIudQeOA2ha2x45DVePPmqbU1th5HTRsfV33rMnuzxpROJj29Sp1ip3PkPHf11jvzH5fiOy0B6NVUzxgJK1ERKiWbqlPqzWFVxij2DSMcl1FCl4thDUr5S4jseumXgZot4JYdVdz1NuLGa5sNm88Ahl5BbVTnnod4fnRi/MA0OSN+MHtnEjPeyBdb9/lHaPvVe+p5+i/iMDqXSKCWlrgFFWKyKlcsQ+yVXeQQAL1NAC5vKWzS0YfR9vKKLHrEYfHUxkY5m9HiYp6d9EnegclZ/0qpwE7TvdCbddhlOzyBmXRV+oYjbOxh4uIoqtdNuxy86CE0pGxrJOJkX3yK+1zQA/GIJoes4nT1YbfX4RZUCWursxqxL4Q3mMKqTQQaMQEqJu7EPLRxCui56LEJ+8Sq8gRyLT9wu53ermLvqr5UZ/mN2wvDfu23D/05it4DPbvxHY89pled8A7D8rySb5iijD+B5WFUxpn5ZUUIKN/+cwx/8MkbwAJfLFkNzM9TWqgI0vo+3dg1afT3CCnHEE5dhjG3Y5DVwHIhEmHLue9BqavBWLMNoH0vtzFb2PTaMu3Tp6KxjFFDzte9itNSVDZMQ4Lz+BvufOB6QaJZBTGSQjoOwLISmiNj4Pix8Czl3LlYygt/drYy+61JauBBr2jSE66JJD5kroXkuRnWSiacfprwq69axV8NCZKxyGWbfqXwTFD/zE4QPOhA9bG3ia7gu/trV1E1TyoXx5ggD3/oWNd+/QpVqLgwi+wpQNRGcEiIcRtcE7qpVGGPGkPnVzaQ+9xlkPo/QdbzBQfSqarRAaTBut1J6+RX0mTOZ+v4mSs89v9X57SheWdQ4on6Tg0qFyT06cLJFXj77R8z84dmEGqowG2qUgfYlMq5CTAu/9wfsr560SZbYHlvObBG6jtA0/CA8VvZyGCZC09ETcaTv4xdK6LEwfr7EQHot4eYaep59m/rD5zCwrIs3v3QzpVKk4nsyUsjRdfW/Y9ht+HfjPxrSG71NdfHp5wgfeBDuqlVoVVVoqdSmB1Sqmsxvbqfq299C5vMYEyciQiElaFIqITyPro+dSv3f70VYMHDNdVR98zJELIaWSJRJcrm7/0bk0EPpPvMs6n/3W7RUElHXhFxUee56X2eFAj5C0PqTr2G0jcHrHSD/9hKMRJzwLButuZ3IR1RGg3Q9Bp54g9opU5ElR51edV2J8tQ2k3/pLaJ7zkAL5G79QgmttlFtJExTqbZJ8Pr60YQg+8xrhCZ34HT2Y578OdZ/48eb3MMjxGikBA787FeIUAS9rhYMA2/9RoyOdsxJEzE7OtRnn82T+MQZatMjJUZri3JxBylrXud6vLXrsGbOUPM6SQnQZP7wZ8IHH4DRPkbxQAYziJpqOo8/lcZbf4GIx3C7+/BH4fu918x1I+t43w/x7wP34i8Tfvfh7HP7hbgL3kYkDfz+foxx4zEiJnrA9xj/wemQy8KG9cjQGMyk2hD4Pd0gQdTWYkr1uWgBAdAMCSX3HAgdDXlGdFOjZmYbIh4jpBfI/eJaYuEoB173YQavunzzmf5/g3S33+Y/AbsN/278R2PF4soLurRdfBKJvacSnTkB6foU+1wijRHFxnc9NF1H2/Ng9L0PAVTqVWHJGkLtjQjLxO3NYqTi1N51t1IzAzYONLHymK8x89Hr1EUCLfLuNTo9H/w2bk8VdbEkft5h1T8HKCytfB2JSGUM8MSR+xOZNUXVI6hOEttvNt7GXgC0WBQtotQMi0tWk3jvwQAIy8Trz6Cn4gjDwGproqTrKo0rm0doAi0eVfF+KfGzecRQ/r+u4tyxg+Yh80XybyxCi8eIHrwPmYefq2gt2b7KswNqzzud8BFHIKIxiumlmONUemZx8QryL71J1YnHYE6YgDB0tbmJhnE7uzDqa0DXQDPQkin0xgaVAeFLvKKLcFwSZ5wcEAHBWd3J8mPOZOLLf6HpT7cjLJPS8jUMvtWFP1j5Oh5dUTeifrMu/ggNe9toU8fQ8+ZK8CXVc+fh5kpoLUmQsPSvz7Po1oc46m/fgHE2xMJo7VGk0nGif8laUhNaymWpN6S7aG5uwckWMOMRfDOMnymgh5T4k9ADTohusDG9nnBtkmKPywtP+WRXL+fID57OA2+O2ea8t4VTRtxTYfeJfzd2478MmmUgTIPIxFaVyqZr+EX1Sy+uXE9sj03ENC9fUm5MwKiKg66RS68kMXeyqiw2kGPK776OnohSXL0BPRrGqE7Ses4HafjwwbjZPFrYpOvepyksHeGJbDMUncp+znVzZ5BLryQyZSyFJauJ7zUNvU5JrmqxMG5/FoHEGttMYdEqTCGU7kFMuV4Ly9eB56mCM56Ply0gYmEGHniO1OF7UdrQjZ8tYDbUKJb/ktXEZk4CKcnNX0ri3XuTfX0xpaxX8Vo6M5VnOKy+7C6mN7UTn95BeMJYlaYZllhj2yCeBCkZmL+c+NR2tIADIBLxskxvbsV6Ih3NaAi8XBHNMjBbGv610IvQMFoa6Xjs98oTYki6HnwZIxFm5Qodlc5dGcwRpr+9deUfeQsQhs7Rj1/FW9fdxcyvfYzwUBlJCS+e9zPaj1NZH5omePL073PQLReVDbgVi+AVHZyBHOH6FE0HTqfYm8XL5jHjEfSwiY6J9CXrn5pP7ewJGHGl71+/5yR6XlvG+sdfJzN/BS1HzWMwvRrzHeSl/bcY/v8qrX5gMnDdsGb7Asel0+n7N+u7VT1927avRTElf2bb9qnAJ1FKgtNQ6YKgpGXnsgtq7m92rS2OuzNz2BXasg2MBqs//qlPEjrwQIyx7Ztc+8Hvwu3sxGhpCZToHLAC4Z58QbHah4hrmoafyahYZiQCjhL9GT4WQuAuW4ZeX48slRDhCBs++CEoVO6WBli3fOTCJgBjrvwceiKCXyhR9Z59ywZduh5C1/FzBTb+5u80fvo41WHoXnm+OuEOR5nZLfBzBVWfXUqEJtSGyTTKGv+5Nxaz8H0XMfPN31La0MOCQz9X0ToAWib0VdS/zOqfbCPCYby1a9CbmgMRJkXak64LhoHQh7Hmh39/PA8/m0VLJkAM6fP7qn9QpAbAz2TQIhEwDNw1azBaWxm4+koK99/PaGA0+A6hA/YjdfFFaNVVSozKMMqqhLJYREQiSMcpr0mYZpmlL0uqKI8slVTIa+geBSERv68PrSao9uh6yoMymEELWfgDAzhvvY1WW4t0Xfq/8z28zvUjXkfzU5Vp9a8/ZMefN42PPfY/R+57R7T60+n0tWzS1j8eWLMFo79F3ftAAvdW1ObhaoB0On0bcJtt2x3A79Pp9NDYu6zmfjqdHv6r+Ldx7a3XE9gl2252H/4Nvlv5b2vgZzdTPX4C/sAARmsrIplUOdaOo1LOpATXpev8L1J77dXK4GuinPKX+d0fiR53LFoshiwpBnXhn08TPnD/f039A0Q8gYjHIZfHSS+k+oorGPjZL3Dmv1XxOkpuZWlbzkCeUvcgqUPnDkvlIzjpg+/7pI7aD28ghx6PKBEXCRv+8DCpg2cTaq0vF+EpLF/Pym/8ism3fllVaPPUAz23aDXRiW3IosP63zxI86eORa9JMfPt3yMsk8Xn/LDidQCUMpU92krX3wKaRsPNN2BNs9Gqa/FLJbRwmNyj/0RvaSBkT1La7cOMfeG5l7CmTkZLJtRGRzdw13dh1CvDJXQd6foIk/L3QovFkZ4LhSJaTKX9RY47ntwLC3BXjFyXfgi9G0eheNMf3kA/NE3i0Hm8vddptPzgC1z7xL28/fp8LEPnu9+/mvgTb1Lz0SMpLFzB3a+/wB1//AOGaXL22WdzyMEHU1iwEj0V45W1K/jiBRfyxLNP05lewkWXfVVxAEIWC9ILuOD8L3DiR45XzP6sw8LTr95sMvEtTnFH0FzZXfivOfH/t2n1Xwtg23YM+CZbVt47kC3r3seBb6By5beHndKaH6nm/rB8/J3Ru//jsHnuTD2BXbXtNg3/YE94W2/vMGoaWsg89jz5V+6i+ZpLEJg4G3rQq6pBCLxMnp5HF1HjeogQoG1iJ/fc/xJ+dRPJ9x6s8vZ9n5Xn/4BJz+37L8p3fq7A4ANPkzrpWEUWc5VxzQ1YFEZhHVqFYi/ZF9+m5QsfJTSuuVxtzhvMYlbFKXV2o0UjmE01alM0tN+SEm8wT6hpSH1Qpa+F2urIPDe/nMZYWtdNqK2e6KQ2VZZY02g4/lDF/m5V6V3O+l6E51a8DoDOtZW7yKuO2hsZr8YbyKKFTDTLAiQbHphP9dH7EJqmk31jMdEZ48piTq6ZwDKCioZFFxDodbU4PYN4mTxmbQotGlKbhBUbEKZOqLUOYZhgCbBM+h97lUWnfjuYReXr8OXoHDz9UAgQtN/8TQoNceIvx7n9F7/ileee48orruDKUz+HsAy0tgbSdy7kR6eeS+KIPVm0eDHS83GyRVYtXcktD/yRz33hPJCSxvEd/PrGX6KFLNa8uZBsVMeeOgU/k0dPRNl411PkS5XrU4wWpL/LHuJ3Cv9tWv1D+CTwx81U84b325Ke/mJgma3K+m4PO6U1P1LN/XQ6fWTQb2f07odjh+sJ7MJttwmnNErlV6WqJuo5GkNWTXoSGZx8/ZJD+KD9kEOiK8NCZK6rgx48nALXf9vPv1MmbynatipmY9oTgzCADuEwvb97gMHnF6H2vJWhUn360qNPIs77MJqlHguyWMLd2IuejGEko8pFH1aiPavPv4rW71+EMDRqDp+tXP0SvL5BReQDZvzjGoSh0/3rv1J7+vsBoZQNwyG1zc8EaXsCCq8vxBzTyKSfXcCGa25l8MFnKlpLpcau4YJTiO05HaulBn8wx9qv3kjDBadiNtUx9jtnqq+IlMroC4G7sRejOkmovV4ZdlRsPPPYiyQO2wctGsasr1Ka/y316IkYg/c/Sf3Zx4MmcDq7QROYtVUk9rIZf8WnWHfZTytawxCyhcoIgkPk19g8G2Gq76mDz8fPOAOkz7Smsaxds5b4PipnP9vbz7nnnUu04GPF4zQ1NZHtHyQ8sZVX3nyBr3/1q0hdp7C8k3B7I0ZVHK/kcP7ll3H1VVex/rYHaDzpcJz1PST2mkpy/xkMPF152erRwGhkWewK+G/T6h/CycBHhvW9B3WifwNYxLb19HcEu7Lm/nDsTD2BXbXtNtEwbnB7TXYIomcNVftPouYD+yP7eyDSjDWmQcWvUQS+VKuDHlXSrGJIEtb3aXz/HkTmTUYWi8hsBq2qGtMqlauPyWJBeQIMHT27HncZmBMnkbn4HBp/+Wust+5HZiqXIc12Vc4A7zz5M7Q/9if8XB6joZbQWFW5WouGWX38WbT+/qcI06Dhs8ernZIZQk8oIp0slfAHBtBScYSmYTbVIQsFZfSFQDoO/mDAg7BM9JoqtScqOWi6j56M0X39TbhPP05k5N5cAPp6K3Nvr7nqdwDY9/2AyNQOWq88H68/AwIWvPcLGPVVTPr9dxiKbeiphCrelIipuLXjooUskkfth1900KMh8m8vx+nqV1UaHZfa096HO5DBSMQwqhN42QJSSgaffZPwjElEDt6HgYdfrOxGADOvnVVRf2NGI1p9HM1QSnzx2ePIdvVQW1eHv/ptrPzr7LPvPgjpAiYiFSGVSkE4B9LnhReeZ87sOVRXV3P8J05F0w08z0PLdJe5IesXvc7k9ibGj2uHieMBgdlYjRGF8eeMxz9+lDb4FWK3q38beAe1+rFtOwWE0un0qmF9jx3Wbx7b1tPfEezKmvvDscP1BLYyh12h7TZhVGgghlB64gGiZ3wGkUyplDwp8datwe/pxpwxG7KDxD/5qTJhyV22CK2hGa26huixx4AZUmI2ZjVoGsa4cUrKVAhUAFOdFKyZe6jTooCa629AS6XQw96orCG7rMK66wF8H0Q8xsrPfI+WKz6PUVuFdD3qvv0lvEweoybJhp//FS+bZezPvoperRwz0pcses+5THnhN4h4FLc/g1mbwlnfjVEd8CY0XUn7BgptIFTcW1h0XvFreu94GsUHrgzVNZUr3gHolsAvqNCEXq32qtH+xSSO+aDaAGo6nV/4Bo3f/yroGppmAgLN0JGFAiISRgtbeP2DhCeNITJFqR0KIRCxMKXX30afMhFn5WqsSSprJFwfJXvf/dTsOQb9lScqXsOabz5d4QhPEz1kH5p+8BVEyMLd2MfNP/kpX/rWN1hzwY+xOsYw6+BZSMdDoOHkCgzoAyRDYRAa++6zL7W1tfzixl9w2hmnU8j3EwqHEWacaPA9yBsJLjz7C0hf1XbA88H38LIe669/lsg+szHqqum+9uaKVjLxo5Xdid2u/m3jy0A18DXbtof0Fc8Drrdte0hX/k8orf7xwJmBLjEM0+rfDr4D3BL06wI+Frw+GVi+tU7pdPol27afBJ5BaSB/dmcWFozh2LZ9AfAAm7Tm19i2/dNgTk8RaM3Dphh/wFzf0rUvBH6x2b1hWIz/38bdxhymoTZc52xp3EDLf4fmsCu03d5n8eyzldJ1Ajy/mENO0omEIyAlbq6I3tiKH1HpbI60sFpUHFtKSSlch2VG0QARV4Yvv6aLUH0KLaQhklXltC4vk0fTPOVCTygJ2xdOuZK2Ew+hOlLHmxtmMvjWyoqXUBpijleIcYMFws01tFz3xbLQijBNrIntlPoyGFLSeuW5+IHWvpRqL6OFLSa/cDsiEGEx66pACMymTXnkIhbDKzpKDc+XgMTJFXjwmNGLaQNY2cqPZi0fOYimRBVaOIRXcNAD4uKYp+8JTvUeQhM0XfsNgLJKHYDvSbRQENJAoiXiSqRmKEIUSPaGZ03D9/yy0c+v7qJQMvH3P4SlN97HxnWVV26cMaZCCWRdp/5LZ+Ft7EKvq8VorOPsz50DQOuPv0nRMjkyFg2yWwR1DQ0UnBIeEkMIqqur0YXG2ed8BoBoOMy69etpqq0LQkSSqrpaaqur8fMFtUc2DLy+fvy+PuouOA2zo53cI09iRd9ZBZ3/FoX73Vr9u/EfjVFN5xvTpqqOWZZKP3IcZKGIFo/h9/YycO11VH3rm8ptnS+oE6yuU5r/JubkSUqG1TARsSjFF1/EWbiI+MdOCsrW6uD7DPzwesJHHI5l23jd3WjJJD3nno+7aFHF96J33Siwt4Fxf/sxVnszfqGIXq0Msbuxl56b/0zDhWeoNa/qhJCF1VhDcckqQhPGgJQUFy7HmjgWoWs4azdgNNUhcwW0WATpehQXrcBqbw7+7Sryo5QU3lpK5uFn6frx70ZlDe4oZAaISIgpz9+KHlUpjlrYAgHZF96k83u/Ztyt30KLq3UNPvYiycP3Ue6SIbGewQwiHEILBSmgjsviY85j4n0/RBhGOXUNwOnsxmwMRJwkZJ6bz/KTv1LxGgAGK4zxR6eOZezXTiXUVk9oTAPrb30AETJpOvVIPN9n6VsLGD9xEnrEItfVy7rLf8eEa87hpX8+zbwD98crlsi+soTEnpPx80W0SIiiUyIcCaR3paRz7ToaausQloEQmgoBFR02/vUpuu56CquxhsjEVlZe/puK1rL/ujsrOrKvmHv4Dj9vxr780C7rHtgt4LMb/9FYsnBkqmT/gov/Ssc3qvDyLzLmvA+TTa8mOqlV5SIH9Lzs0i46V8aoQknWFjr7iIxT8W/R1IaUgv6XliJdj5oj98ScOgNr5mz6Hn+d1AHTAfBLLrFPnImwTHJLO+l79FX0WJgl9/YCla9j3Pju7TfaDkIH7Ic1tlkVYktEy9XijJokljYYxGQlZkNVOYMh/9vfEPrqpSCE2gBoApnL4y5MY7Y0ICKhoDyvhvPSs4Snnazc5LqujJ+Agcu+Ru1PriN5yCz8gQH6LvuO2oSNEKuWV1d8Lyj6OJ29UO+jhSycrj7M+ipic6fSdu2FaLEwzsY+jOoE8QNmIx2X0voeQm0NSsIgHkW6Hn62gAgpcahJf78BdI3i2i50yyS/Yh2JeVMw6lX2iCw6bLzzcVL7z6AYrsLrr7xuQcSs7JQ85jPHEt9jHHoqDr5P3bH7BeEqgSahPVaNHjKRrkekKkXbeR8E6TNr+h4AaLpGYs9Jig0hBEIIQvom0+Pni7g/uwf/ghPRjRgYqiiUN5hl7SU3gO8T/8i7MXW/4rVUit3kvt3YjV0ArU3922+0HVR99gzix+2PiEWRuTzRMbXKZeu6yGwOUZUkVGUSef1h4GKErhFuqirnrBvxMH4uS9W+U5QLF9CiIaTjUHXwzHL5WS1sQcgEIYhObiM6oRl3dSfu3Aju2m1WH94h9K2v8MRv6Ez83OfIvbYILWQQmtiO15fBbKnDzxZInfdZVXK3UGLh3JOY8sadoGk4VWM3FbHxJcIQuL2D6GM6VIW6IH/d7R8kdOjhqp3jBXntGlgmNT/5Ef0PPsP6b/6M+gtPg0OOo+/Wv414KR2Teyq6FbFPKgEfs6MRP5/Hef1VJdhTr4xeKAj76CENOTiAFo8DEiMUGIZA1dBbtxYRj6OFq5Wf2PdAE4Saa/EHB0nMU9nKcnAAEY/jrV4Jt1yN+e5baO/oQubzFa0D4NkFLSPqN+WS46ndxyYxtZ2eVxZTWN9H24f2x6ivQvrq4JtZ1smC793BXr88n2JfBjMewWypx/d8jOoESOh9bTnVc8ajaRoyEkIKgZMpYNWoTBi36NJ4wcfANMgsWUfCbkPoOrn1/cxc8Aee//gP6PZCJDyTlaXKFBnnVNR7d4x/N3Zjl8CqzsrU6gBWfe0uxnlJvMEcrZ95Pz2PvEL9+/YD3VAqfFLi6hGyMw9Dej7S8dAiKo7tF0q4g3mMZBTfk+hm4Nb1JAhdlTKtChiI6siD25+ltL6X1977Jfb48zdZn28g11n5A35AVpbvnJjWTt2SjWQWrqF6n8mETBNRk1SqhELDHyxg1Zr0vbGc5t9eE+ixS2rPOkEZfKFi27qUDKzqoXruRBXiMHSk50MojFWVxMuXEIZi9gtDJ7N4LSt+9SCTLvwIL377L0RDVQxmMqzMjDze37Wgwk3QF+8G7mb8t8+g5ePvwZw7rxzgHXhpEZk3l9Ny+pG4BR+rNgW6hjuQxaitU38noqDr6GPaKazagBXz0CyB0JVy3cAri6HkEJ+lyH9aVZUae/kA4jNfZ+XNj7DqlTiViNUMoSBGZqxevUpRbIYkewdXdTFExhS6uhf59f10L+1Eej5mPKLe1zR8x4OhDFfTKHMbpKdKOKd/8QB7XBIkXmlCVeQrlIi2NwDgFR2MqhjOYJ7sYB6toRq3grWMFuQoaSK80/i/YvXv6pK9O3RN27aPAIYCbfsDQ/TYC1Ff6x+ixIkeTKfT37RtWwN+AswCisCnAn2A4dc+Ezgr6PeddDp9z5bWkk6nc8P6bHFc27b33XwO27tH6XQ6tzNz2BXasg2sFZUzwGdccjyJQ+cQ72gkt7abumP2BWBwyTo2/PMtxp9yKKGWWt56YgETswWslDp1uPkiRtii+9mVNB+8hxL6yZdw80VC1Qmk52FWJ4J8foFXKCJ0DT0WRkZC7P36TRT7MoSO3Z/FCyo/8U8yK0sJjFULEm3VJFqrCY1rprR2I36uiDG1Az1soYfVkzw1uYWVF/+Y+FWfQ0/FFGkxMIp99zxF7YcPITmuAc3UVazWcem84Y80X3ASAML30TSD0sZejFSc3EPPEVq6FDMe4pCHv4v0Jf3X3UazNXJm/miI1rR88WPUvndv5ZXw/LJXo/DaQnSUvKxVn6KweA3hia0YQ9XosnlIRMu8gFBzDaX1PYTbm4YmR3LORIrL1pF7YwmxOZPVNYSg+qAZOOt76f7V34gaTsVrAHD8Cn8jns+L37yd/a75NJplKHJmoPVQM28igxv7GVy5geT4ZpCok38iorwCUlI1Y6z6fkhJ38I16GGL6RccVx5euj6arqHFwuV7rIdM9EiIvx18McWeDNGJLXhC4LzThv+/JJ3v/0qr/+PArHQ6ff5mkr0/GCbH+gAqT/vcdDr9wSHJXpR0679I9m7F8F8PvDxMsrcYSPYOvX88yuifvFm/Q0dyTdu2O9PpdNOwf78KfBhYCtyL2iCMA96fTqfPCIzyl9Lp9AeG9WlCqRHuiVInfCr4/6u3s5YPbWncLc0hnU6/sq17BPxuR+ewK7Qdfh+2hG+PPXl0vsCaxgUv/YRotTphSV/pyrtFB03XKPRnCSUi6JaJky9iRkIM/XakL9F0jZ7lnRghk2SzcgMXBrIIBFY8rKqzDUP3krWEUzF6V27g3ktuYuOiNRUvoWGE8ce9vvgRmva2qZk6hg2vLOHvp1/D8Q99j+pJLYFLVyKEwHdUZsLg6o1EG6rRTb0ctx26X37JRbMMJUtrbJL99T2l4Cc0gVdy0S1DbYiExh2HXcphPzqHSG2CPx7+JRrnTmLa6Ydz/+mbZ6fuOGq80flaHHDLhdTvPw0jaqk1DtUk8CWF7gFCtUmyKzYQqktixMLl8rJevogzmCdUn6LUPYCUEK5PlZUMh2rZiyBWPpQRsObvL/LMJ68blbkPocYfnbj43Lu/SdWek5URD+6Dly0gdE2d6oP4vV8sKW9O2UjLsrBVbmknRjKKVZvYJAvtS/Vd0LRA5li9nl+5nmf2Pm9U5j6Ew9b/oaKdw8Kp79nhL9bkt+/fZd0D/4uSvc9UcE2C8ZMorYAlwb8fAA5HSUHfD5BOp5+1bXvP4P0LULnrAP9Mp9NFoGjb9mJg5tbWYtv2rSjVwwM3H3cbcygb/q2Mu2Qn5rArtN2m4T//mMpiuUMwZu9PKCzK+ulCE3iL5+O9/QrG+04lmorgr1sBbeMxI0pyleyg0t6XHvhQ01K1ScFPShXOj0TxO1ci6ppBVydjmemjptpEpOIYD93GyZPfUL6qCpF7a4Thgruug7ugX9dpueUWTjx7CvHGeJCnrnLtB3/4Q9yFC6n+8Y+JN1XjLVuG7OhQBEjPU3UNwmHIZcBMQTGPJBSw9n1EsYCIxfALBfSwCpPI7m5ETQ0n/OO7yFKJ3B13cHRdGsPySDS+h+MmjlynPt83OjKvdeOqkRvWI1uaVI0GoPeHN+EPZqn96nn4uQL9511Cw3XfQiTaVScp0QwNo5QHL06oToWj/EwWLRbdxIfIZikuWk549jRVwCYSpuWwWbzvnktASrq+/v1R4X4MSUOPFDWfP53w3OmE507CLxRYvs8HqTrzRGrOPUN5dXwfgUS6ipCXe/YVEsccuilrw5d4fQOUlq0iMmtasNlRc1pzxkW0/urqcqEfEXgGEAJtoJ+O+r6K1z+a2O3q3wZ2ZcneCq85/NoDw/49iNIj2FxG17Nt20in0z8AsG37FHZO6ve0oN+/jbuNOWw+zx2V+t1V224Tr/x5dBR8pn3gaLylG8ktWUds+liiE1rQOqZitas9oJsr8frHf86c+7+H0ATZhauITVEPeikF+SXrMKrjmNUWIqg9vuK6u+m45KMsvuZ+Jl/9abXN1ASFHofBlxdSfdBMnv/CE4xGHBdg/NiRs+AVJH3X/pTqb1yK0HT6rrmB5NmfRIvHiJ1+Bu6atYA64fslF3r6MBrqKS1cgjVlknovnqD05tuIeAy/t5/Q7D1A05AIyGYV0TGsBJKGKrLlH32SgV/eStVF51L1gx+CEPReeT1OfuQGazQdmXptDV2XfZ+6b1yICIdInHQcfncvAO7aTmq/9gWwTPX5+qpSoRAaemMdpfRSQtPUvdGiERCCwkuvE5o6CWEYhGdPw+vqwe3qITRtskoRBaw9pmKMbcNZU7nhLxUrS23s/L5KoZv0/O/QLAs3nMLaQ8nzFpesRoRMQuNaFdE/ZBGao7JYSivWEpoQVLzUNIymBnWal8qLhITWX12tNtqWSpWUQuBt7MWoq8Zoqq947qON/ylWf2DALwFagHuA1zePXW+hzy4p2ZtOpz+/o9fcBrYmORvd7HUtnU67O9BvW2vZUj9tG2Ntqd/wcXdmDrtC221i3JjKT/zJsz9O4l3TQWjoAxsRveuBluBkotrIjRtpqe0pP7RCyeG50RLDz2PVtiA9D4SB0AXN758NmkbrYRNUMwHOkuUUH3yE+tNORBaLozL/IZRyle/jSw++QOLsLnJPPEfvrfcSP+UktHgMEQphTlD7ytKy1Wz4yg9ouOar0AjmhHFlV67fP0Du1TRVJ70fhsocS4k/mMVoqoeSU851lwCeT9d1t+CuXEvu45dsNpuRryfVXukmSEHk+xBaLbUXn1XOuTdqq/Fy/YBUuff1VRAKgwC/rxuttl658gcyWONalTdkqFiT56KLAt6qZWj1jYhIGL2uBi0ZU54TXcdfOh9nYD3myqcx2ypfQ6xQWQ2HIYhSAVnIMfEfP0dLqT157sqvg2USuvFm8Dzyf/kTsZNPBUC3AN9H5vPosUhZ2tnv7karqWHgR9eTOOMTiGQSb+N6jKZmhCbQYqr6pRYLU9teeTrjaOJ/jdV/M8r1ejDQCfwy+P8tYheX7N3ha25jLgO2bZds256Aiq8fhQottAHvA+4IYvFvbNb1eeC7tm2HUaTHqSii45Ak77+sZRj+ufm425jD5v02H3dn5rArtN0mRqM63+Dlv2P8gQciPY/Q3Nn4WUUqkyWH4tLVhKdNRG9ppuaq7yAdD4SG0aLoHrJYQvoSa/IEZeByBfSkOsGHpk7BzxWIHnGIupAv0RsbSH38FFWPPl8ateqCAJH4KD3gASF9oofuU5bj9bp6kQLMtmaM+hqssS1kH3oSa8LY8ikVYOB3d5E67QQQGrJQBNNE6BrFN97GaKpXbaUEz0dIycBf7qftzp/hLF5O/y1/JPtg5RK1AItfqVDxTgg6vvdp/NoxGNEYIhrHLznIQh7NNMisyZPqEBCOgqYhdA3p+eTXDhKrrlMbm1AEYRj0PvIyVYfNU3Xmix6yZSJaLIyWiIIvcQdyFJZ1Ep89Uan5feB48gtX0d34Xnrvf67iezGmo7fiMQCcRUsw58wuCxIhJcnLvk32LyrtUno+0RNOLLfXa2rxMxmV6iiEcv1LGYgZSqIfPRmRCPb/+RIykwXLRAurjAx3yTKsoz5A7i8jT+scbYxWpcN3Gjtq+GvT6fTNtm2fkk6nnw5Y5tvCLivZC5xdwTU3H+d2FEfgwXQ6/Zxt2y8AR9i2/TTq+flx2BTjT6fTdweEuydRp/avpNPpgm3bW1zLsBj/XVsadytzqAFuSqfTH9rSPUqn09kdncOu0HZ7H8Ir+VEQagEa8j5VdhuDq7tIdDQC8NJ3/kD368s4/E9fQY+EyGZK6F4fyfGB0fd8MAwKnb1EWmqQvsQp+fTPX0HNjLGK+Ba2cAbySCCUikJQrMf3fBwpRm3+AF5hdMY5dHkv5vTZJI89Gl8KdEA01pNduYGUlMhIhLfztcw+7LB/6ef7kjV6I1XxGL7nUejLEW1S7nxzr7mK3yAlAoEUgkJvlsSHj0G6Hn05QcNVX+WZ5y+hf/HaitfQ4FVGaJt90/lU7T0FYRm4mQJGIoLQdTTLwM2XSOxp43QPsvjaO5n67TMAELqG0ViD05/FrI4jDBPPcUgdPJuhCo3S8+l7YzkNR8wFwHdcOu97Ab9QIjajA2EaOAM58j1ZxnzzEyy995WtznFH8cqq1orHABh/+0scvt++DKzcQLguhRm10Me2Y51yGlJKigUXKx5W2S6RELnBElYyihaQ+PqWbyDb2UfbQSoUoNfXlvkONLfgaxq+6+EMDBBtqKLXC5PureKtUZo/qAdmJRjNGP/2ssBGK/NpS9ghVr9t248A5wSTPA24LZ1OH7qzF9uN3Rht/LnpY6MSzT30/u+Qmt6O73jokSAX3/XxXRdnIEe4oYrs8k481yc5cZMgipstUOrNEGmpBV/iDGQxq2KKuR0I/PwLYznoV+rPkl2+gUU/vYc1d1d+qgM46swK2dtCYB37KfTx0xE1TZseyr4XqMoVEKFAZtX3VcEiX3lA1MLEJjd+bhARiW8ao1REOkVENLHpNaekNNnTL6O1TUJEE/grF1C4/SooVqZr8PavKvN+tH3948Tm2UTtdrSYWnP2pTTRPcYrr4Xvs/zin9D+rTPLZXj9fBFhGuXUPFApf733PU3q0HnoiWiZuAYqzVE6HiLIcMDz0SIhVn//t1QdPIfYzIlkX13I8ot/QnHpyDdDljE6RaDC08Yz8a/XlAWpRHjTyR/UeoSlFPyk66GZOn7JKWte4Hms+e7NtH71k/j5IlJK9FikHA5y1vcg80X0qgR6dYLeO/5B7vVF9Nx+/5amMyLMXP63iiz36x3v2+HnzfautbVsreC9EWWA7Sh29MR/LvArlEv2T8BndvZCu7Eb/xeYXjU6bsxIVMPvG0CvrSq/5udz9P7mHuo+fQJ+fwY9M0hkXBB0DX7+uqkTrooCEqELrFR0U5rSED8gm0dEI8odXCwhLAszbBK1JPOuOIOqJ0bnwTb/l5GK+lcfvQ/Vy3R6b/wN4646G6MqXt60uIM5NF0H18ftz6DHI+rfQsfPF/BdLzBsKMNgRcm8soj4nEkgBG8c8yWm3vFNjIgyfM6GPgrL1xHbYwLaxDkqfu75LPrKn+l/rPJSyxGrMmNnpaJEp4yltG6jIq5pGtE9xuP2DGDUpiiu7KTlghNxu/sovbKO+AGz0SIhSms2YjbU4OcLaNEwwtCpOfYAisvWKQlkz1NMd5QwDkLgDWbRY5GyIW278CT8fJHOq2+lsGgl7V8+hRVnj4SKpLA2X5na3RDGHbgfvuNR2tCL9CHSXg9I8is2EGlvwPd8RFC4SOia2hjqiqXvZvJolknLlz+BlJLc6m7ik1o3bQKFQITD6NVJ3ME8fs8gqeMOpWBEWXvTdiN+O4yZFfYfZVf/v2VrDXtvb0Yp82lL2FHD35FOp/cb+odt2yfwr2lju7Eb7whKxQoJbULQ8u3PYI1pwhvMIUsOvX96mJqTj0aLRKg66RjF0g5Z9PzhIVq+eTZ+oaRY6ZGQitWXHGRWPdik65VPiKDEXLzBHNoQsankQq6g6reHQujVSVp/fRUrPv0d/MHKSskOeJWlsDXtNR0/Hqf9m59QRCwhyC9bT6S9ASMRxXc8iht6KazcSGKPDtVJStLf+A1Tr/hEwN4GEJS6B3j109dz4Is/AmDGA98HX+0LvP4sRk2CeG0Sp2sAsyZOfuUGws21hPafxcDD8ytaB0A+XxkbvEFY5Jatp+/pN2k6vgajKqZCOu0N4EvMhlqkkJTW9GBN6ihrEljNdaAJ3J4SZshSnh7PJzReuau9XIn8ilUkpnegNosaTn8ON1ci3KLqNSz66q8Yc+YxxN5zEFnnGQo5n578yLkgx/ZWZji/9c2LOWD/vRi7z1yEaZCLW6xes45ZeiPz5y/g4Yef5D3vOZSOjnZCpo7v+7z02nz2nDcLXwPP9dCiIVzPw9BUrv/CbA9zNbWJllLpRJQsQdf6DTQ11WNalvIIHGRzw146Dzz4WEVrGEKligb+TpD7bNv+NPDpYS/dmE6nbxz2761lgblbeG/EmU9bwjafmrZtHwscAJxk2/b+wcsa8AHgjpFccDd2YzSRK1Zm7KqP3gffCNH/5BtEpo5F1zVS7zs4SM2SGIkYfr6IX3So/eQHFds4bOFs6FXa+6CIbL6HsExKnT1YIUtp2ueKrL7ydlq/qBTrkFBYtpbIRFXIxupowc8VePNDlwWzqWwtjZHKNg6JKgvh5THiIRDKpaHrIIaU+VyXgT8/TN0nP0D+9cXE9p0BmmDKt05Tsr75gpIzjkew6lLs/4QS4Mk8Ox+/UCR5yDyk52MkIgHZy8OsSyI0QbixmuLSVTQfPRfnnn9QWLC8orW4XmW5697yVUSP2ZvYlLZyMSEzpvQbCsvWoCdjGNVJwu31aJEQsuSCpeEXHbSQSaihCr/o4BVK6EEoACkxklHiU8YgS46KjBQcImMaVM2D7j7M6iR65zoK8xcTnWcz/osnsODYi0haIw9dvNwyt6J7wc8fgp8/hHfX9wnNmkRNKkltreKm1D/8CmcefDB6NIHpeKB7aLrOXnvOVr8fTaPU2Y3WWINumCrbwfWYs8c0Suu6sBpqgnLFEqNrgNCdj+MePBdr7hSE7xNf28P35g/wvUrXMErYmRN/YORv3EaTf8vWGpYFNmqZT1vC9o5LrwG1wUXSwWs+8PttdbLfIcneQAr2QhQpzAcuT6fTd22h75ZIE+NQef0CWIHaqX0YpQkQBqYBLwdDnAzMBb4ejHFzOp3+RZAx8BugAbUbOz2dTv9LMWzbti8Djgn6nZ9Op5+3bXvilu7NsD5bHNe27fdtPofNrrXFcXdmDrtC280/v+EYO7GydLjEkeMwpzdiTJqocokBQQ5v5Qr0tja83h6EbmAk4spggZIe/dxnqLv118o9GQuD7+Ok0zgvvkTolJOR2Sx6JETje6aih4d+ZpLY1LHl1C7he4homD1uPYfQzJls/MgJFa0l01WZNKtWGKTw/AtEJrSgJeOYbU1YATkPoLR0JaHGOEIIItPHlV93u7ox25qVhrthKMU2KXHWbSA0oZ3ozAkqhx3UQ14IZMlB5gtoKfVs8/sHsFrqGfjjfaRmjUFbubCitRjWyLRVqz57BuE5MzAnjUMLmXiZLMI00cIhFcoAzLokA7/6A9Xnn4nMF/AHHOUVMnW0wH0vSw6Ffz5P9N0HIB2nXOlx46XfpfayC9DCSp5WN02cxcvIPvY0VZ8+BXyfcT+6ABEKAYLMvQ8R619ErIIkBSNUeYw/fOB+RKZ1qA1tVzd+fz+mPYlwOA/rVmBNPwT8QNFPKr6CBISuY9alEJqG1z+InkqUvftWY01QwljJIWuaR92pR6HX1eKuXYcQGhG7HftvV0DJQToOPd+8Ar9ndMJ7I8EoC/j8W7bWsPdGLfNpS9im4Q9S4m6xbfu2zQxR83bGPQXoTqfTp9r/Ktn71WGSvR+wbbsPmJhOp/ezA/lc27b/xGbyuVu5xteB3w4jOZxl2/avUNkDE4FYcM1/MfwBaeJchpEmbNv+B4o08bNAc+BTwAXpdPo7wG22bXcAv0+n04cEY5iouMpeQBb4p23bd6M2BG+k0+lv2LZ9IoqRf96wa89FpUHuA4wJ1rYX8IPN781m8/7M5uPatn3RluaQTqfXD+v3b+Patr1iR+ewK7Td/PPbHJ0rRl7IBcCkmvC48eReX0x01mRFzgpHkVUaCA3f0xBC0HXzPdQefxh6tSKnJb51BRgqNU3J1WqI2iaiH1HyEQP/nE/y0HmEDzwA6ahNfGldN1rIwqhN0v27BwlPbCO251RCBxyEzBcrXktVdWWEuNIb86m98CyMpgbQFFHP6+3DiDThdfVgtjXiLluhyuwOS5PXLEup/JmGSm8M/l8L0vy0aEQp01kW/b/+A6nT1QanTA4DnGUrCM3Zg9RHj8HP5YkfuhcbL72ckWKkxi5z0y/JAFVfvpDYsUejhSxk0YFoBGEK8CVCSgoPPgDnn6lkiotF9HiVMvi+j5AafiaDNXlcUKVvE0nSfe1ldb+Eur/S9Ri8/fdY06eqNkIoHoCU9P/8ZrR4vGLDXcxW5kmqOe8MUqd+CKHp4HloqSR+vggSYh8+DvIlZegDch8Amo7X04tRV4MwTPx8IcjjV2I+0nGRgxm0VFxJOufzGC0tatMgJUZLc1C90WDgvicZuO0ukse/l+iJH6P76m0dov9vMcox/n/L1hppBtjOYkcDpN+wbfszgIUSqVkITN9G+3dKsvdHqNN6LPizpW3/1kgT04Ch9L5/sm3CxFTUh9MLYNv2Uyh54AOBIaGivwNfC96/CnU/9kWl3UlgpW3bhm3b9Vu5N3fZtv0gcOxWxt3aHP44bJ5bGje9E3PYFdpu0/APFq1tvb1duMIkv6yTV97/Dabdcgk1R8xDShkIsAm0eARZ8kgcuW9ZshVfEhrfqsh6AcMZXUNqWtnYkUwo/XLfVzrsJhjVCUob+jBqk9R+9IiyRnvfk2+Q2ndqxWvJdlbWX9zxNntflsQrlBC6hhYy0etV3FkkE2ReX0r8yEOQnkdxXS/hjiZlCJOJsuveyRaxalQ5VrNVpT0W13Zh1lchgNQZH1WibZ7EyxYwTSXWEt57Lk5XP2t+/Bfqjz+Yty6+HWfDiMKXAEStygrc5G59kpbmDkTIIjpzonrRV+mIvgva+z+mpGjzJYw65RVx+zJKhEcIjJpqqKkG32fFl37C2O+fC0LQfO8fQdMoLltL9tWFVB25D1WXXIAWVV6jUmdP4DXQCb///SoMYlSz6ks/HfFa1hUrI30mfvsKUyZMxckUaX7f3mCC3tIEAvreWMWKW/7BnBvPw0dDG6rbICR6VRW+6+EXShhxNYehUEjP8wup3scub5YwLXzfp7i+j1BdEs00EIaB9Hxe+MFjQDVj8wlCfToLN448BXZCRXeizOkdFQSH6c0zDBcMe/8XwC8267MeeE+l195Rw/9+lDjNtahT2U+21fgdluxdhQor6MCWqLBbI028GqzzluDvbVFhd4p4kU6nLwawbftIoHsL/cTm9ybod2TQb2dkb4djS+Mmd2IOu0LbbSJmVvaAd5evJnzUnuz52PcJTxwDKHe0EQsjHRctZOG5eUKN1ZsK7QhU8Fuq3G2/6CAMHbMmod6UkJynxPeHFx1B0wg1b3Kd+4Ui+JLImDpwvYrXUltfmcqZOWkcsr8PLZVAiygRImHo6jTvuTh/vxcx/RwwLEJNwcNXKM15QiZCE1jJQIvedYLsBp1Qc526Z1LiLFqGMX4sWshAi2z6eFce8gHG3P97Gg4aT+HOO2k0liud0BFi9dqqEfVrv+REkvtMJTq1ncwri+m95wXax7UgLBMvV0CPhul/9m1kPAmawKhJqY2M72NUxckvXYdZm9hUgEfTaLvsTJXq2ZcNviMQ6mgm1NGMX3LxMnmKnb1YTTVYjTUs+8YttH7m/XTd/Qz4khXfvZ1K+B8NZmUCDx3nvIfUzHHltEVVlldJ78rV6wivXAG+DKoSRsrhHKQPrq/y+IdqYAS/hdQeY8thEWHoCKl+D1YirNpoQ+mQLi2NFqFxzXR88gjSH/5KxeupBJ5fGXdkV8GOGv7OdDpdtG07kVblYLd7tLDfGcneo1GFcoYCkA/Ytv1PVLx+IrARuI0tkyYuBH5kq8qC96HcKFvD9ogX/7LGHejnb+G1rfXbnuztcGxp3J2Zw67QdpsouCNj9Y+55CSSe08hOnUsXiaP0VCDXyghLIPcotXEpnaooiPZAkYyDr7Pws/9kEk3nBuknnlgGSBh41+eouHEd+MP5NASEYTQ1INfQt8Tr1N9yGwASmu78YslolPayb61nNjUsUgBelUCLR6h/YYvsvAzO52ZU0b3xsrStmIdtUReXYrV3kh0+njlxfCGNAg0/I5p+J5E1zR8OZS6L+h98EXqTjxcnd4IXHyZAsLQ0BMxcgtWEJ08BnSNFZffTsd152GkEmVjkF+4ku5lguZMAXPmDNKfvBb8ytZSlCN7QC+6QnGWhaFz4Pwbic2cgBYN4edKPH/YJRzw4o+pOXpvZfQcl9zSdYTH1KNHwjg9g4TbG4LNEnQ98iqpeRMwqxKK6JaKbprf+j6MeMAPSUSRvqT3yTdIzBrPmItOYODlxRQHCxix8IjXUr6WMzJP0PhLP0pq7ynEp41l4OVF5FduoPWMI5Geh/R9NMskPGcq/kOv4/QrTguoapXScZCer1T+gsp90vfpvPNJmj96SKCAGYgaBXn/0pfoyWGfu5T4RRfzXXsx5pz388rJV1JYX0A5nt8Z/JdU5d1hw7/Ktu1PAFnbtq8AqrbV2H7nJHt7URuBYjqdlgGHoCqdTn9qWL8mtkyaOAH4cjqdTgcEwX9sYzpvA5MC/kIG5WL/PjA2mNPzbF169yrbtr+P8qBo6XS6y7btf7s3W+i3+bhbm8NwbGncxTsxh12h7TaRCI+M7dz3w1vUrsLQmfrCbaqMaBDXjk1pBwGllevo/fMjNH3xNPxcgdIDj4L/eTXAUI6+52NqHngeeko9tKTjkn3qVRLv3pNoRwNu7wBGTYpwRyNeRjHvY9M61Gm56LD20utp+/75rPvClSQqUPAdyI+M3Lf5KddsrsMvlnAHcmDoWHUppO+TPHiuCncIwfOzzmSvl36OnoiQes9+AaHNJfvmcmIzxwcaAOqhHpnQqmLfusaEG79UzhJw+zJo8TCRSWOYdPf3MZJxNv75SfJFHeWwGznqo5XxHRovPAVvQzehSe1qQ4jP3n+9TJ1Eiw6lzh6MVAwrGUEzDRBgVsVwOrsxm+tACKpmdZTlbaUfmIxA7CbUVI2zvkfpIZg6Vm2CuiPnUVy8GmHpJGd2kPv744RSrRWvZU1uZJuoBVeoqOGkL59Ix6ePpvrgmcGGx6PQ2UN0XBORsQ10XPxRpUMQOMJL3QOE6lKU+jLogefMd5Tnq/EDKjms+59v0fQB9b0ZXtK3DAn9ry8jNWs8479yMk8f8kWcvixBvug7hk0SXP/Z2K7ht217JuqkfDzKAPWzfULBOyLZG0jBHg48a9u2j1I7+hcDnk6nO7dCmkgDt9u2XQTeBD67tQun02knIGE8EIxxczqdXmPb9k+DOT0FlNgkvXsV8KeAuf4kqjSwNuwaFwK/2OzeMCzG/2/jbmMO01AbrnO2NG46nfZ2dA67QtutfQZDGLNvZntNtovCL75H7Nyv4+cyaMkq/M41aM1thCa0Uf/RAwHQLMHUB65A6GpzUPzrbYQ/8nGEoVP9wUNULL+Qw+/eiN46lsRBM9WJZslL+KEIHKRi+rql4v7+mhU4zz+BedAR1DatRjdlxWvpmT+ywjTOzTfSfTN0GzpjH/tDuXSsFbZU2hng9/WTf/QprFM/hCwUmXPXV9HjYRXLj6vditfbR9RuC8T+BXgB2WvIDSBB5vPIkoYIhRBuCRwDTJPo2HpkPg+vPEtz/cBW57qjMMMVEuJuuZGNt9xI1QXnED3mCLRoVMXhAX9gAF3z0aJhZE83pddWE9pztort16WUcSw5CJ1hKZ/gr9+ICIfQqlWYxKyvAt8n/+QzhKZPRWqC0MQ2ZL6gytS+9AjFxzJU1VW0FIy+yu5FyizgrFxHaPJYALpu+A09t9/DlNf+jB4yMNwCmjb0IYO7YDHapA7MGkVWFbqGMDT6//IwicP3hZBJ49GbtGr67nyI5NEHqEyHAKWVawnHlXkyIwb73qo40rnn36Dr+hGVWBkV+KMZ5H8HsU3JXtu2j0dV5fsZsAF1oj0T+Fo6nf7r/5cZ7sZubAPrDzlkVH6Kqcsvx5w6FREOq1QqISi9/jr5v/6V1Ne+Bq6Lu2wZxsSJ6nSby6l2mgaOgxw6seg60nHwVqzAmDRJMbQ9T2n0e55it4fD4Lpkf/tbIu95D70XXYS3euS154fQuza6/UbbQfzQvWn98VeVi98yKS5cTmhyB3geyz90Hq0/uwyjsQ6KRUQ4hPR8ZKmkmPuOC0LFgPF8Bp95lcRB85SSn6Hj54v03n4PVR8+QgkYgTpBez6LDzyFiU/fzuJ3nY63oXubc9wRGKMkUxs76l00XvFFtQGSEi0WwesdQEsoWebSslV4vQNE9p5ZZumjCUSga6BFwsF3xFUucsdFi0cDnYcCwjLwevvJPvYCyfe/GxGy6L7hNlIfOpKVx52FzFUez87nK3ONN154CtE9pxHbaxoS5aUSQiDCFmu/cxPZp19n0t+updTZg1lfpVz8Yavsyu/+3f3UnHiUym7QFKG1uGgV4Slj1Xcj4AsUlq+jsGA5VUfvj/oiKcnjledexeD9z1R8HwD2WFaZZO8jjSfs8PPm3evv2GXdA9s78Z8HHJxOp8usIdu2bwH+GvzZjd14R/Hm2w2jMs6EVzbSOmsuXr6EhkAPWWR6wZt9hHLPGgaiZUxZZcwZLOH35gi31CF1Qz3oC0VW33Q/Yz75Hl765E/Z54kfAALP8dFMidB0fF+geT7dj7xGPleL/uAbpP9RQkk0VIY+UXlZXv66kCMv7SLSXEP/G8uJtKkEcjdXovbqL5HpyVHdLLh3ry9wxJNXYVUnELpibDu5Iqvv/CfjTj8cNEF03gw1pq7c9lokRPXpH0BoGrl1PUSaa5COh5fNU3P9N9j49NusTo6jd3HlRruOyoiSQ4i91kvtQE7l6QsNSi4iGlEcDlNnxc8fYNKVylnpO54yfnUp5eJGlR4WUuI7ysBpMdUXZBBe0tBrqgnvvyfZt1cRaqvDHzuB1bc8zJrVFqMRz16iV6bvwPf+BvyNw2+9kLZ3z8ZDoOkaAnjhiWX4ToSxuRJGY02Z5zFUksAtOkQO20/dOyReyUHTNPJSIwxg6EjPxys6rH5lGRM+oARifcdFMw2kL3ltcYae0sgzPIZjjwr7/6+4+t3hRh/KJWlHZzu9G7tRIZ4LV/5gfNdFH6H6Qweq2DMEcnWC5L5T8BwX35eKoWwOidOA1Vil4rZiSHJUGbaWM45CCsHc+wOeqhBgGviOR7a7nyeu/hPvvfpTVB08i9heNi/e8uCorAFgTqFSQVKF3KI1xNobqBqS5QU0yyDSXIPveEjP55jXf6JO6xLl1dA0rFSM8R8/EpB42SJesYQWthR3YgjBeSnaWqtOhoaO6/m8etrV7P/wlcSiFkVZOYXKrfQBLQR7Pfg9IhNa0CMW2fQqIu2NaJZJdvFanK5+qvafxqSrPq309vMF9EiYUMsmpR0tbCmip+uihZWAD5og88YyEnuMCwhuqu3KX9xHw3v3waxLUXf03tS/bz/qjjuQlz/wdbzBymL8iVHyT3tdgyrHPmSWWffvv+9b+K6HV3LRAjKodLxAsAiMsKWiPiUH3TJUfQcpqbbbNg2sCfSwycQPHah+T4H4j/Q8sis3EMoVR20NlcL7HzH8W/sF/nfkNOzGfzzep/dVPsi1N+E2RBiMR0kdfaBSEgMMy0RzlLa+s24jvX9+mKZLP6Hit6Y6rUnXpec391J76vtUGlIuj1adwO3ug0ijCnc7jspVLxY57Ix3o+k6vb/9O6GxLcyeM5aa0GC54lklkNHKH0qNF55CzT6Tyy54AHSNwvwlFFd3Uv3+Q5COgx9UkkNA/s2lRKZ2BPF8H+lLNFNDFqUy+p5XPvWvvuhaxlx9HujKIOD7GGGTeVedSun1BVTn1hOJVpaWCJVzP6LnX4bRXgWyhLdkCTF7Kv66NciqamKTW2FSi3JP/+lXhD9yhlqe40Ahh0gEp1OniEQGLm5LubSB+KRG1Vb6IEIIKZnwmcORxQJ4HvlbrsecOgvvx99l1l6V3QeANx+tQPZvGGJhHS8Q69FjKszlZwv4JQerLkV+WSfh9gacNV0Yk1qRro/QlPdMup7y7uQL6LEIXjaPnoji9g5iJGP4josIKT6IdNS2Lb9kHbkXF5JYsuJfUoDeSfyvsPqn27b9281eEyixm63C3vUle78AnBj88750Ov1N27Z1lEbBnsGcv4ESA7ohaLcvilXvo9IJ01tZz2VsJkW72bX/TWbX3gWkfnfltpt/fsORqq3sNDQE0x3EXboCvH2RrofQQ8rA5XPo0Qh6SMP982/h0k8E6Vo+oKRZU/vPCP6tYVQnVKy3eyO0NSopUssEQ0e4BUS2D4DaU48FQJYc6g9sp/TGW5WvIVL55sG/46fwwQNxe7vR4nG0ZBJ0jejMiVjVFqC8G92f/Sy1P7oeEY0SakyUS9U6y5ZhtLQqEpuh4tP+YAYtEQfPo+1bZ6rMAF8Gymw6ZAeJdlRjTJhA4UdXkBhTeXU+PVVBegTAYA/FP/0c9+WniH37ZhXfb1bV5ORAL96a5RhT56CPGYPM9CNiCdANhJlEFnII3UBYIWQhB5FYQHb0kIVsuTSxAJASb90KtLpGNEvVMIh+6gIAIvk+SnfeVPG9qE1WVsOh7vzTiM6bRnj2FPxMDmflOrTJHYhoGC+TQQ4MQn0V9PUi2hsIj6nDLxSVdywQtBK6hrOxC+l66JEQMpODRFT9XlwPLWQq9T/PRwgQIQt36XL6Lr+e2uSuY253nZlUhu0Z/q2Jh/9sO/12Zcne8Shp3X1Qn+NTtm3fhdLeN9Pp9AG2bbcCx6fT6XsIUght214OHBmIDmErid4dlaIduvYuK/W7pTnsCm2H34ctQWij4wIszZ9P6sLPg2HgLl8JQsMcNxa9pprSa/MxxrTS9IdfAorVvfGci2j8zY1o0Qja+LHKIBRLipNkWYSm22U3bvdl36Xmsksxx3dgtiuRID+TJffXe4m+9wjcFctHZR2h+oqHAIKiPG5BZTCUX5QIJ9hk6TpGfhUyn0VEo+h16kQpXRfvtecwWj+ougQhDC0WUSd+TVMbCali3ErTHdBU1kT2ii9hhQeVbmeFWHZ/ZTK1bYfE6X+qyODjOhPO7CNa06CyMYoOEgtHr8WQksFlHqnpFrquHqWy4JB9eRHx/Wcp4aNoXCn8ZfNoIRPpb6plUFiyGquxFqK1SFdQWr0Gs7WB/Ktp8m8sIbbvLNYtn1RxwaL2fSrMfHn855QeB+Pi72LOmEv2hkuwvv8rRDSM7mYgrL67kTlTVNZGIY9WVQO+h9LjVVr8Zm0S6brgORgN1cjMANIpIYRAOg5abYOSBRYCOdBHfI8xNM2q3PszmvifiPGn0+nHt/X+NrArS/auAt6TTqc9KBvjAnAUMN+27XuDOX9+O2vcGSnaI4A48Cz/H6R+N7tHOyr1u6u23SbmL6+cFDfp0hNIHb0XWk01SEnRNSl1DZBqLCgS15gOtKq4UmsDSlmP154qckj3IFZ9CjRdxSZ1yaIr/4j9lZPwSh56EOesvuzLoGuU+rJ4hRKRllo8V2IcchjFQZeV5kz6ly+peB0TB3srHgMg2pvHaGxAxKLlzUvhtTReLk9sMniDWVI33600+4GuH9xM3QWfUhue952gTrauB4Gu+YoPfIb2v/wMYZk4nRsxUglENIIwFfO78OZytGScnBzL4NvprU1rp5AvVWb4i/0FUiccReOlnyA8vhl8yfrfPkTjx46AkEkkHqW0sY/U+95FfvEa4rNVtocIWcT3nYn0Jd5ABj0VVyENz0eYBqWuPkKJKNLzsZrry+ESgNyitYRKLnpdDcsu/w5tF5+EPmki+dfXVLSW9JMjl7gdjsmfNAktW49+7g8QMfVbyHd5mLVJdMDPOyy7+EbGff+zKpNhqHaBEAy8mCY+czxaNKZy4jSBm/Mx62txB3NgWGhCkE2vJGaPxS1IjMYxaOfdwKrv/YbMS5UVbRrCPhX234mqvLs0RoEG/O/YlSV70+m0A3TZti1QLvtX0un0wiB0MBGVN/8u4FfB31vDDkvRptPp3wb340D+P0j9DsPOSP3uqm23iTCVu7cNJGYigiw4EDLA9ajeZwpISW7ZOiLtDTh9GbxsgUhHI1Zdknc9dU1ZftXLF9EiITTDoPUD+4GENb+4j/bzP4T0fUrrezHrkvjZAoOvLCZ8zD7g+Vh1SbSQSdXUVoqvVP5gW9dTYSRUCCZecSZGaxPCMuh57FVCzTXEpnWgNTdjxIKKcqkEq3/8F5pOPRIjGaXm82eAoWL46+98gur9Z2DUp1TKF5C86HNK094yMeprVagEdfAvremi6JssOOEK9n755xRqxrLyqm0W/9whDMjKDL/x3BIaUin6HnuDGtcjNa1DGf0gHW0o06PYNYDRVIvveGiWUTbi+JJi9yDRVFzds2QMJOiJmHJnG6rU75DmwZo/P01yejtRu438qi6qPnsCkb2ms+j3T5PxKmPlT6oZnQ2hNtCNEWlBb61DmOozDDdXodco7QJn5Wrazj4WLXgPPzgfa4JwXbwc2nDWbUCvrUKPh5COhxEL42eUNyk2sQ1nTSfCMln72cvIPf0KJlA9OqT+iuH/L5z4K4G9i0r2ptPp422l2nczyricE7TtBu4JDOnjtm1P3s4Sd0aKdgi7stTvrtp2m2hv6N9ek+0iGStiWAItZICmEZ/WTlClBy3Th7dRx2xpxKoNBEkMDcMSZba6Hg2rB7jvE2qIg4CW45VCmdA0zIiOcBzCY+oJ1cZVLYBkVBVo6xsg1bOY0Ciso2r8yAR8hmDuexCRd41HeEWEEaLmsDmK4CclVlO1qqpWLCIMg7ZzPqDi1kgo5iA4/Td99FDF8kdSeuEZrP3eRfW756gLSFk2+gDC97DqYhiiljnfOwrNzdE4K0Zin23SOnYIa9+ocBP0+CM0XPZRrDFNlOvISiVSI4tF+h98lurjDsWqjlNatV4Z/SFNFCEQGkTHNgbGLviPEJDJIWIq/VELW4FkrUvzEbNUSERKrKoIE8/9AM7aDez7q3PxBrIs/fBFI15KJD46qY1aMRPwF2qC34eOXpUoK++ZLQ3IYUROxfxX985srlc8ECEwWxqRnouQyiuArqMlAm2DbAa/cx2hebOpv+B0nKP3pffK60dl/qOB/5Z0tv8Tw2/v2pK9AqVB8Eg6nb5y2CWeCsa707btWcDK7Sxzh6Voh/XZlaV+tzSHXaHtNtHw3vj2mmwfS/4Ehb3BTwTlaD1VcreYx6o18XuWItqb8dcuR2sZh9B1NHLlQiRysBeRUDnMuu6B56InhwLVElHoQavqUIYvZILn4L32FFpdM6JpLMnx3SSbKl/H6rsq+zk3HDePgev/RNXxRxGePUWJz0hUulr/IMWFK4jOm64e2giV2yMEpTXdhOLJoACLQOi6kjj2E5uy0D0PNI2Bux8lfsT+yujpOsI0KXYOku82MYqSwbd76H67Mp1+gLq2CuPauo6uS4ovvEho3lzQdZylyzDHj0MLWST3mwaeR/Gll7CmTiuv0Vm0GHPqFLVeKcGTFF97ndDsWYobUV+F9Fy8NWsx2scERWoMRMJAZrPIUgm9uhp36VLE4CBaUxOD376yovWEx4xOEpaZ8rAmTcBbthC9fTxIDX/jGrTqOkSyCi0WRTqBhLaUOC88iTl3f6WBYZnIwX5FgLQshGnhrVqGiCXQqmvV78510KJRQnvOURyIX3wLa5+DSc5Lqr67AHyx+8S/Leyykr3AcSiiXMi27aOD176EKn/4U9u2n0VtUzcvl7g5dliK1rbtjwHxdDp941ZkdncFqd9dsu12PgOe+vXo5MAfemEdFD0GXlpKuLmGSHs9blFC9RhymRApBI8c/G0OT/9SPaRqWgHwii5Lf/ow4z5zLEYyiuuF0XIOwoiiB5VstDGTytfxSj6aZaDtcRCl7kE23vE0b/2kyGgItTSFK8vjl5EYhZ4CRmsTsuSC6SmNAmDg4RdVdcEZRfRIGK8/g58rYLbUE54yfpMLPFDp06JhonOnluO5EqVs2PfMWyTfd0iQEqlOydG5U0HTyb21nMLafgrFyh9LC9KVMR1j09qxFm4kPmsKbq6EHrYwJ05Aej7Zt1ey9lcPMPnqszBnzcErORi+cv0bkybhlxzwfJy+DKGmGqyZMwNFR5cN9zxL7aGz0dvaQILTM4DTlyE6vgURieL7qtqjQ4TO+55DCy9m+d8zwMjXM83cUNG9GEJkzGRwXWTBVdwXQ6BV1SMLRUQSpOMgTEv9bRjo46cGVSwlfjaDzBfRG1Iq9p/NImKpsnwxJVXNUfoe3rKlGO1jiX/1erK/vJHiop5Rmf9oYNdQE6gc25Ts3Y3d2NWRnnJ0xV/guvNOo+bM45FCILN53O4+rI5W8i/OR0qfyOxpCF1T+cVBelLv7+6h+mPvA8Dp7MKorUKYBn4ujxYJ42dyaLEo3kAGLRJSkq+mid/Xj15bjTAN3LUbkI7D+u/8jNxTL1W6DHyvstNIw5fOJP/qApq+cY5ar68q0Bn11bgbe0BoeAMZQuPbyL++kN4/3E/Ld88t9y+8tRRZKhGeNkER+VavR0vGlYqd7yNME3dDD0aDchW73f2ISAg9FkEWHdzuPqTjsv7bPyP7ZGX3o1CsLMYf22sqY753DrLkEpk+rixFJ0sOpXXdZF96m+pjD6T3nqeo+dChgCrE43UPgK5hBDr1SOj9+9NUv1eFflTKmtoc4Us6f/A76j5+DGZ9NbJYCgyqjl8oohkGbx/9BUrL1la0FnOU5IsnPfYL9FSC0pLVhCa3o8UirP3Kj5C+pPV7ny9v5pwNvZiNNQw89iLJd81TGz/HLUsZl1avB1+iJ6JoqbjyEGXyygtk6GUdjYF/PIs1polV515Z8T0Ywoyl91T0I/lD88k7/Lz56Lrbd1n3wG4hnt34j4b0RcV/Nl57G95Aluyjz+Pni+hJ5XY3WxpYd/F1iEA6tLhgqTLgQpA8+mAA3PXdSnc+iPcLa1gKmyZUDNSyEJaJu2Y9ay+9DpzgZC7BbG0CWfkaRuNP7sW3iB8cZJ8G8VujRrGq9OoUeiqOXpVAlhzC9jiaLv2USnErKfduaHI7oWkTFKMbGHz4OVW5TtdRVWp8hK4jCyWcdV3k5y9W/AiUJnv/Xx6h55d3kXn85YrXMlI0X3QyE//wHSbe/k3M+mpC41sUCQ9VL16YBlZbPZFJ7XiDOZIHzg6K8pQQmoZRm8SoSSrVuZfTSN8ndeg8Nbjn89q0E/GyBYSmqWp1n/+I0nkIQipuV5/SNhCC7BtLabnk1BGvZQiG4Vf0p+miUxj/u8uxWhsQusbKEy+guEA5ZZu/fhYtl31ahbE0Da8/Q/dPlPRLdLZd/l04y9dQjvc31WG21KPXpJQIVrGk2g3xPzQNNI3IrMnkX5xPbMa4itcw9KdS+GLH/+zK+D8j9+3Gbvz/QN240cnzlV3riM2drB7AEWW8jYYaOm75emCwNLLfvJDQrX+AkAW5AahOYtQqRvNQ2VUhhv6zKX8ZqQreWONaab/x6xQeeYjQAQfhL3kLN9NEZPUTRMZtdWo7jI1LK4uNZx56mvhBc8p68vmX3qTw1jKqTz0WfzCr5FqrU4BkzQVX0fjlM1U2Q0DmEqj0LW9gAL0qQdXxRwZqbMooABC2EGELs7UBs6VepU8uXokWjSi7oI2ONkPeGdmjben3/sCYS07CRyM+eyJ9j79G1SGzg/KxZrn88JsnX860Oy5Dj0XQS67KWjDN8qZH+pLI9AkITZTTHiUw+d5rMaoCPocQIDQyb60kte9UgKCkL2iWxdpf38/YSz424rUMoaaust9I9qabyN4ELXffht5Yx/i7f4je0gRAadkKhOtgTZsCAryuLuo/p7TRjJRap7uxG3NMkyLDBkL+wgx0D/J5RDiCMCXu6rXojfVq46NpGLVVJA6dR+GevxGJj6z89mjjf0Wydzd2Y5fGc6+2jMo4TVffz+wff1adUAEklAbyDK7JUztG4BUcav90T/kE48eq8fsymEMPcSkp9WYw4hEEvjIE8TB+yUWzDJy+LGZVDKwQoSPfS27FeiL7HMCyG/9OepTWUCUqZ2/3fOFmptY2kHrXTMKzpxCaHvATDBO/6KD5Soa19ZqLQRNKalUKECpFTTN0tLCFO5Bl8MWFVAdGE10gXR+3N4sWCQcZEWqjoNfX4WVyLLrqbmTRASqvMhi1Rn4vun5wG+ZFJ2PVJqg5aq9NFWckKh/f0Gk9/TBkNoc1sRVh6BghE7/kguOgRcKbvkeoanZ+sYSeiBGZqLgh0nVBCpyuPiJjG9TGwjKRRYe+B5+j6j37kZzaRn7+YiJmZdyNQq6ysMcQSqvXE21uwLQnll8bfOg5vJ5+GqfZ+K6H0dqitAlAsfQLJbRYTKk1ClHW4hcmgcDR0Gct0Gqq8bMFtGgYYWkI08BoaSa7rBd/lNZQKXb1k/yO4v+K1f9OSvZeApyESg27KlDf29IcJwJ3pdPpPYJ/1wALg7mBSkXsAT6JEhSaBrwcvHcySulvl5Pe3cIat3TPd3gOu0LbLX1+QwiPkoim6XsBoc0I4pEaZipGzZ6T8IuqJKtfLKl4ve+reOwwqo8AVt14H7HJrTR96ECcrn6MeFgZ/a5+9HgEKaXaEIQtQjVxVvzobnRNEDFE2Z1cCUJG5UV6Wr74MWLTx6JZJt5gFr/kBMVmQGjg5fIY8SiFZWsIj28tu6xVSV6BO5BFT8TQwxahBuUdGHLxCg1CrbXlcq2lNRvRkzG0sImfUfOX3ugUGlpbrGzzsPa7d8F37+KQF35IdEw90vHoeSFN7f7T8EsujZ87nsU/upvJc2yc3gxmdRzNMnBLDpom8N0g8wGlY+QLgS4gv7abcEMVwjCQrkeoTQlQSddHGBpr/voM8YnNoAmsPffgpbOup1jhWpxS5VkSAJE1WaL7aHi5otrkWQaliVPofT5NVdcACEGoPoV0AlKooaoT6hFV5lp6PtlVG4mPbVTV96xN5scvOTg5h1BdwI0ISKHZVRt5c3UIZUYqh11h//8Vyd6R4p2S7H0IxQQfEmh62rbtR9Lp9L+IVdu2fSoqy2A4VXYu8Lt0Or25Yt9ttm13AL9Pp9OHBP13WenddDq9fli/fxvX3rqs8C7ZdrP78G+4J1L5FvzoC09gwilHIMIWhUyefH+W6tY63JJLrm+QcCKKbhrc9oUfcfqPzgMhsBqrQUK+P4uUPqF4lPYvfAgviN/rDVXKa5AvYNYk8TwPA9DDJpneQeK1SVo/cyyLn32Lv5k+mJWvY5pbeUrgK1ffzb7RBGOP2pNEWy16kL7keD79KzZSO62d3IY+chmHMJS1DOSQMS+6RJIgTJPItA4810fooOkqblvsy2DGI2i6jtFch6Zr9C9ZR7ytjjkL/8Cdh11K3+LKiVy2qEzTAKDjkhMJN1QBIAydmj2VtEfu7RW4mTwTPv1epO/jbOzDrFb3Pvv2SlJ7TkbTDfxiCWGZaLqOn1eu6sLitUSaagDwc0UKa7uITWkPUiGh9bj9y6JPC864Amsgh1XhV0MfJS56qjVg4Ps+mqHCYQ37TSFRnyDzyiJqj9wTgNyClUSnj1XXDlsq28PzkL5PKK40L0qdPYTH1ONl8ooLEwljJiPK4CPxXQ/NMikuXEU9u4abH/57WP3/V4b/nZLsXYMSAhrS018EzERJ5Q5HL8rwDNdJnQfMs237cWADcG46nV63lWvvlOTsSKV3h6Xl7Yzs7R83W9Pm425NVnhXbbtNw3+WNbCtt3cMN9yEftRcnA1dhCd3YA1V5zMNor4H+QJaPMqJnzlGxfMHs0hDR4tGCIfN/8feeQfYVZTv/zOn3X63t2R3s8kmOWkkoQRC6L0KKFW6dFF6U0EBFVBEQAFFRLEBCgqIggiKKB0EAoSQE9L79nr7OWd+f8zZTQybele/gV/ev3bvnZnzzrn3npl53+d9HvxUBl3X0IXA/XARTLcxDQ0EmJpAIDE0Ab7E7+kjXlECrsuyA76A/fS9fLk5RmH5hr5qm2/xmmzRYwCUVfsIZw7U7qkAV0Jg5NLE25aih5qJViQw2lYrMSLfRxgGmibwuroxMv0ISpRmgQSRTauHeWkJMpVG7+5ARNWJNvfK6+iJONGQhcjF6X/0aXbP/BtGFj+H/q7iCf+joUIA15AKspFOo1tJEtOb8Tp7lLCMlGiF7CB5j/v+HJixzrnS95FS0v/cy5QedzBle01Rp99MjpYb7mLE7dcopH8+j4iE8Xv76fnj84SnjKWCNsVlWaR19kWK6t9wzedJ7jqBxC624iHSxGAkyOvtZ+WPnqDpxjPxswW0iEWkeQQCgZ8rICJWwFSoIXyBHo+A76OHVOhej6+lhdYMQ6WOhMDP5NEMg9K9dqD65P1pe/jvG/Hwf2fbQ/0bsf9Dyt73ga8G17WAWcB9Q/j358C/dV+eB7zlOM7fbNs+BaXKd9xmXHvd6w8r9a7jOAcH/baE9nZd22xa4W247UbNtIoPkZdfdAZWfQ3oulIfW76S0OTx4HkIQ6Hb/f40K0/6MmPe/QsiHPoPBjotGcPPZNHCISJTVP5T6DpeT59C/AMym1MbhNKE2jxISf091+KtaSNUFYOW4udhRoYpEJlL4a5aRr4kht/eTviQQ9AryokeuC8A2X/9i9SDD1Lxs5/ht7Qgs1mM0aPRK8rRy0opzJuHXlOjFsUyxfiHlMiUUukTloXMZglPnUR+9myMHXbAb28j86ufDdscqooEtAHw1I/h5IMpvD8fffRYNCPIM/s+9LQjKkrBLZC+5hzMH/0SvXEU5aeqEk+ZzUI6hYxE0MIRSo7aV/UNIigibFH3ncvUa9IbrK/SK0tJ7jqG1I9vp2rc8ABXQyuKw35U7T0Bc2zTYFRi1XHn4XZ20/Tak4RGVGLffTGFNW24y5Zj2c3knY8w6mrQytSuRTNUtKflsuupuvka0CxkbzdUlZCb6xCaMBZ0AylVZECELfSIpfAAqTRVE0sxqodhgz8M9t8O9ReRLp6OWrM8IAecvl709z/sU0XZ6zjOh7Zt3w08g2Leex3Fy/9nlEjO+0OE8gfseWAgJfA48M2NTG9bpt5d17aEVnhbbbtR6+wqHgjW+c1HGTdmHLGdbYySODIaLNaAV/ARBQ/CIUY8dv8gGY3iIZcK6Y2ESJj86g5V8mYoVLKeiON29eH1pwmNrEYzVFmg0AVtj7zAqlsfZNqb99PTGyI9DPNY3jYMx0Og8q/LGHvjmWjREGKMj/QlhY4+tJCJURpDm7ITseunACAqKul76yPi1VmMeAQ0DVHXiOd59H+wlLK9VFgbCen2DGse/gdjv3UmIhTCzfvkkyMRvs7iHz7DmvdKh8V/gPLI8EQ/oqt7sSZNp7C6nVCTCnWvvu3XdPz8T0xxHgPDJHrrz/HNGDoo4SFfKkCDFUVYIRXpybsIT6padZTmPLqOzBcorGzFGrUW4JlLGxhnXMnqK39AYcUGn92bbaZZ3KZy8YlXAzDmb/djNdYx8rGfDkY42n70O/qee5nRj9xOfulqkJLQpPEB34VK//Q+9yrJg2dRfdvXB9H8S0/7GmNf/DWhKROQmZyihiboEuT3EQItEaPjsX+R30bAfUVSZWyOfSyty+ali38AXOQ4zmzbts8HrgEu39BFPlWUvUG4OOEoad2SwIc5juMcuRlu34+6iY8ABwAbYxDZlql317XNphXegA/bQtuN2mxRPHBpl6uOQ580GqMsgfQl4aY6AHzPpyAh29JFsrEao74aJAqxPfCAgsHwJ/EouXSOaCwIMwuBUZZQAi1C/EeUoOqkA9CnjWfVa/NY09jIoveKD/V7w0BiOOOq4xhxyC6ERlQoEKPvK+KVWAjP89FcD7NybSBGs0xKdptIIbs2p26UxEi3dROdNkaFtV0PhCA+sZHRXz9VhX51DT0eJjppFNL3efHpf+NZwwPgAggVhmes0hVdjBxbj9U0YvC0XvHFEyg9+3O4uTx6yCQ0YfRaTv7geyFCFsJS1QA9i9aQae2mcvoYtGCMzo9WUTF5FFKiFv1gQcl19/PosesyiW8y6LVJq88MD1d/bUsvVkOtqlI1DARQef4JlJ99LL4U6PW1SNfHd3300MAKKTAn2/gFD2Fog9Guuge+qzYBvlTljhKVEpmzmMSkUWRWdBBtqqH3/SUsX+pS6C1SeyGwiUX235ITv23b56F0YgbsPsdxPhaBXs82pVC6J0OnSU9aJzVtoHByG7RPFWUv6sQ+0bbtN1GUr1c5gfzuZthXgJ/btn0hCix3zoYabinlrP2/pd6dhNpwXTjUuBuiFd5W227441KWLXYHLgRGeQIzFlYPbAFS+gihkenso/3D5YzabxpI6G/pIlqZxApEVgYqvNLtvUSrStBCBuGAA0AiybT3YsUjCu2eThEqjdGztIXS0XU8e8mPWfL32Zz177t45xfPFj8PoHwYCNrmfef31ExoJFwawyqJUehNE64qwYiG1UPb80H4pFZ0EK0rD5DZPlZUsfMhURsFCW1vLqD+wGmq7C9XQI+E8F0XL+tjxsIs+/MbjNh/Gn6+QDQ1PIvTgKWHiZosXF2Cn3fpXd5G+fh6AHLdKdxsHjMRQQjB3790D142x8E/VwcsoWu4mRzv/fgppl98NCWja0g0Vql746uFryIAvxUyeYQm6F/eTtmEeqxElEP/cC01M+xhAzr+LVLczTj4ihNommETm6LIJjwpMYKw/+K357PGWc4uJ+yrau9NHd/30IF8KovneUTqK5G+j+9L8ukskWSUaHAvM31pwsmoonNe0U7ZDmNAoEocJTCyktlNlaxOD0/a46Ai+2/Jwh8s8htc6G3bPhu4bL2XW9i4QumGFGAXBGPOAr7MxpVlt1P2brdPtn047vCivsCJg2cRP2A3wpPHgZSYI2vQAvnZ3qf/ReKAmYiQpahal6yi67dPU/v1tTIOA0x+0ldhXLejGz0eVXXLQH7RCvSAzjc7fwkRezQibJFbvBJrRBXS91nyuUvJL1pR3I0APG94VrvxL/4cEbLwOroJjWsEISisasNt7SQy3QYp+XDqCYx99seYdZVKjU/X8TM5ZL6AFlcPcr9QUNK8ljlIZpSdu5jQ+EZF6BMsHr1/e43l5980LL4PmJTDE5Md98xdaOVJzIpS9UIQwSisasNqqMHrTZFfuobQuAYV0RmI7HgK1IcAmS3QcudDVH3xWMWEKKHQ1omQoFeU/EckqOvRv5FbuBw9Gafltl8Pyxz6ssOjZ1F/2XE0XHmiCvMHREWdz/2b1gf/xoQHvoLb049RElOAT01H+j5uZy9mZYm6F1JVMmhRS1XELFxF1G5Qg/uS3Op29GgEozQe8BxICp19fHDc9WQXFR8RA5i1+g9FfTHuajh1s583Fy3/zRZfy7btx4DvBIfEEuBlx3GmrPP+xUDYcZxbg//fAQ4KIqYnAtcCxziOs2hj19lO4LPdPtFWPb64k0D0wPG481/B2KmZ/OuvICoPIffqPwgddDjJw/ceVFkTSLRCN5Un7QtIvLZW9OratQxkrS1QWYWRiEBA2ytzWaymEbgL5qOPn0B0elCg4roYIkvPBacSv+Jaypsy+EbxJ5r+1cOTB9VjIXLvzKHtiuspv+FK4p85BNL96APD+5LmR28m99bbmIcdoO6RrkMhj2aZAXthwNcSLO4DAL/wxKa1MreeClEk9tqJROnw5OQHt8+oBAAAnUJJREFULBQfHj4A3fQpvPYKsroar6ODyGGHIgRYdYqPQPZ0krrt20R+9lOlTKdpqhIiiHq4S5ehV1ZQdcLeg/THCMg98xT6yJEY+++3liCoUIDXn6XywgvoOO8CqhqGJwpSXihuQ5g47yxC06ZgTZ4Ivk9hwSKM0U0Iy6RkaiOJ0SeoEr03XsfYb29kOoOIx8D3MSuSKpyvCby2NrSSkoC2OUeoxFKaDUuWQSSCVVkaXFGSfvxJrJkzMMvLadqviow/t+j7MBz2P0D1D5XWXf/9odKkpwLnA/s6jrNJVaPtC/92+0Tb8jnF5UAbcqV0z5VULmgnus9hkEyi77QHADKbx+tPY5SXIDUNfcyEII+rkW9LE6kGtcIByTKk0NTpzfeDPK8Kj1NZR+tPHqP63M8GKnaSjufeZ/ULecZeYLDmozi5hcXncpPJ4Vk8/UwOfWQdXkFDL69QL4bCmPUKgCaRtH79dsovP1eB+YJ+WvCwB8XO5vf0I0KWel0TZN6aQ2h8E1o8hix4iJBJ5t25RHaYgFfk4rS+rVpc/P0ECC9sJ7bHXggE+viA06CjF1lwsUZUodfWEv/6t8AwQNMH6ZuF0ACJPrKeQmsHxEoprGnHrAkIjMbvRCGdJZTJo0VDSs2vq5+y732XpVfdTef84sGeg3OwitsE9Xz7YQDqf3wt8f1m4Hk6RgDG81yBn5eYQLYlQwSBCIdRP4rgm6EwfvgugxgH6flo5UrKWlRVocej+KkM0vXQQyFixx1DbuEKRDRCz4c9ZFqLK0kcsGIrRf8HBD5bnC62bVsHfogCtD8WVKv903Gc6zd0ke0L/3b7RNvyXHHgvkR3ga5QGXJ+C6N2VTXWekDDW0jnSC1pI+L6hGvK8As+ua4+otEQ4fGjAqCSj5cpoEcsBILMmk4ideW46QxmAOrTknGSR+1LemU70YYqvHwBa9dpjHrs+3ghkzX5KP1FzgMg1Do8i0X8/eUkp46m/Od3Y4xRnOzGiBpyLV1YlTqaaVByw1fx9YECbG1wQ+Tl8ujRMNLNk27tIxHksgFCUyfQ+pc3qT16FiKkFnpzdBOphatZ0Fo+LL4P2Eqj+EfbTlcfhzFpDEZpEjeTG6w9z6RytL69kFGHxDFjYfqzHqGAyhfATefQIxb5vgxWMoooSZLvTROpLB2s6ojNmKgofo1A0GhFO5qpYyKInXoEHy7tY82rHxY9B4DR/cWTGQFUZCCOhjV6JASRruX3PY0WDdM0YTQ0NAQgPRXpEZqGl8mhhUyk52HUVgJq0U8vbUXoGrFx9WrTJARYJrk13USTcSUBPa6R7lc+YOlLyxkOGmdQ9KvF2PDoHG7YArK544d4/ep1/r4BuGG9Jlv0A/rEUvZuqI29CRrboM25qLCIC3x7XVpf27b3AX7jOE6DbdsHoXImoDgBXgn+vgIwUSUULgpleaNt2xrwI2AaqpbynAHQxcaubW+AfnidPkOOa9v2zPV9WO9aG6I13mwftoW2639+65pj6Rt7e5Pmv7OA5oN2pLsnRV2+QDQRGUTrW+UJrLI4HR+txKxIooctIrVluLmCKtkTAqHp6BFF1uN7PqneNJERFWrRBzJd/ZgRC6uqRLHXAVo0zGOX3YuXL3Dmc99hsanRWeQ8ABxteB7wix5/gVNnjCM0oR4jqtDxQtcI1ZXjez6+7+NXJ+lt68bK5rECbnbP9SBk4vs+ImT+x6IPsNxZTuORM/GD/Lema/imzh2X/ZBlkeF9pBrDcDZ7446HOC5mMO2QXamor8L3fBXcGV1LoqmGTG8KL5VFJsJIIJ/OEYqGMKIhfM9HC5sIIch7HnpJFG0gly+hc3UHFSMrVbpASsI1JRghi4VvOTxw2V188adX8eRhV2/Mvc22FUZxOf59rzye8QftRNW4eoQmeO6mR/A8n8O+eQbNN5yOlNC+cCWV+0xFCMHCf7xLw4zxhOIR9IHvjyboWLyGec+8yR4XHkV80iikL3ELLq3OCkZMb0azTMJNtaAJvHwBECR3ncAcu4GR05uZcebBPPDZG4qbS1G9txP4bMr+65S9QSngf7SxN0Cluy6RgW3btahqgl1QDIEv2bb9nOM4uYB74HLUoo7jOM+h2AOxbXvNAGVv8P9s4FhgEfCUbds7AqNRwIvdg0X5+yja2Y1emyHoh4N5DNgxGxj33vV9cBznnXX6DUVr/PDm+rAttF3vPnzMPpts29jbm7ZX/kLlAWOJn7gPIhTC70+rvH3IAs/H6+6hYuwI0DTavnU35RecjJ6MD+au/WwWr6UdfUQN+B4VzaoUMPXSW8T23JlIIhKA37TB3Lbs7uWUu8+h47afonsuB8a7KBQ7D2BOe0XRYwDwxNu4X+wg1FQz+JKXzZNr7SHaWEV6VQem51OCDrkCREJqs+QqwiMhoNDZh5GI0vHaPJKTGwlVJBFzliN2GBOUvqkKgfyKDqa+tYKpDG+d9phI37CMMzJhYSxchl+eGKzBT70zj/5/vUPNJZ9HFly8lnb80hihhNrsyYILrocZyO1G4mFkOkehrQuzshSEoKKuPKCy9fF6+xFC4PalKX3f4ez6JKW9/VwoMsMyh+5scZsg8d2HSR65G4u+8QDN3z6Lg69fKxXc/8ESlt/+eybcexmZ+SuI2g00770DHc+8Qejw3dQcUZTHFaNrqVoYVClIlfc3QiaV9Yo53c8FTIlo6KbBh+ffwYQfX8oxp+xPfNIoNCnZNzc8m9utte1c/Ru3/wVl71BtNofGdlcUUjIH5GzbXgBMtW37fdRCeh4br+EfYNILOY6zMPj/r8CBQB2KPAjHcV6zbXuX4P3LUbXrDHVthqYfvsO27V+hCBz2XH/cjfiw7sI/1LgLt8CHbaHtRhd+p61sY29vljkX/Zo9np2IURLFTMYodHQRHVXDmr/+m7Kdx6FrGl4mT+iow9HKSpQoTSCqo4XDaI0jkVIqTpOgxk9WBuIrQM/c5ZTs0KSQ7JrAQ8MY3UjN3d9iztd+wco3+lHVr8VZ2TCo8wEg4b2Dr6bpmpMYce7h6LEwumUQrg7y5qkMa379d8oO3gm9Sc1TCIFuGbh9GUCgWybC0KjYbfwgT/3Iz+xKav4KomNHqsVfCPrf+JAyhreUD2BNenhCw8muPIUlC4n35PELHnXH7kl0yjiiOyjVwu4357PiV8+zw48uotDdj1mWUJsfw8BLZ8l3pwhVJOhfsIrE5CYVCTB0vGwBPRZWlQ3hMNL16HrpA1K9Ho33f4N5X3tg2OYQFsVFU5pvOQejNM7oa09FFlzc7hQSsKpKCNVV0HDJ55SSXkkMfElm0SoqDttNRcR0jezyNhUxi4ZouvpEgEHhKy0cwqoIGP5CJoWOXsxyRXQ15obTwfOoOGQX5p55K+O+f8FGvPzf2KelBu4TS9kbLO7rt9kcGtsNtbk78HGl/Z9UvkNZEsU+t+4YY4YY27Nt23Ac53aAAHm5JVS/pwf9PjbuRnzY0Fw3RfW7rbbdqE2q69hUk01a6ZfOJD62Di0axu9LYVSpB1HVzHHIdBY8Dz1sEkkawUlfILNZtFhwwnNd0DWEkAqpbujEJwRlSpogOb4Wmc2qNHjIwkxE8Pv6WXnUmUz89Q+pWPQq7oriy5VKJw9fuDx8/FkY45vRo9Yg6lzT1M83UpugOvQukaZ90EMD4WsPNB2tkEJEY8h8FiFCisjGy6uHvAGxMbWKxN/3IZWicno5kQOK/wzXNz1RfAmbddQZGNOnoNU2QDYDugG+B5k+CIVAD1M6vZGS0ceAJjBLY8hUDxgWIhxBD+lEqhNI16VkSiNYJkgfpESPmPgdLfitKzEm7ghSUt7oE33ul2Su/TUTv3InTck3ke3Ffy8+eqo4MiMzrCsqXU2h9Dofe55w0wisQ3bDSEQw7HpAkl+yGrM8Cal0wOynSjtC9ZXIXEGV+yUCDowgVSYLLmIdlT4z2AQIIfG6+6CqlLafPUko14cuJDFz+DeJW2L+p2Tp/8RS9jqO89QQzYakgrVt+35gLNAG/HqINnlgL2CsrXiQy23b/q3jOCdtwJ0NUc5G13tdcxzH3Yx+H6Mf3sT1tI2MNVS/dcfdEh+2hbYbtUhZ8cpduYfuI37EvkijEi0eHQzJa6ZB30O/JHn5FSAFopBFFgoIy0KLKJUxmcshU/2IsnKEJpABg53M5RB6cPJrbUWvrISQFdSv6wjpUffjb2KObiS+5wRyf11a9Dy8YaQz93M+0lv78PZWrUSvUOCs/Dv/Jv/624SO6UUfqZDsflsrWk0dJEuQqZTSWReqhC/392cIH/5ZNbAePPDdPIRCuI6D1zv8kCmZL77CwX3gJ5i7fUj0/CsQsURQcpcHt4C3chnGxKmKkCedZfAsmC+oxSwcUfM3dGSqH0wLYYXIPvEw1j6HoJVVIDva0evHIjMZZH8fGGGMWUeR/eNDyHwBryuD31H8PKpqt26xTF7wBULTp2COHUP+g3nk2juIHnoANecdM/gbWXPsGVjTJlPx7WvRcz0U5s8nOsVWkQwJMqPU94QQGKVrf/JCE/T+4iEKK1ZT8fWrQEDvL39L8vQTAwCkRmTsSISuUX3MbtScsCfm6HrG3Xo63bf/qOh7srX23wb3/a/sE0vZuwEbksbWcZxBBrggz36TbdthFPBwIvCG4zj2Om3WbGTRx3GcXtu287ZtN6Py64cAN6LqKj8DPBLk4t9fr+sbQ1x7DmtrN3/Bhms3/2Pcjfiwfr/1x90SH7aFthu1/rZhUGHbZze0ymrwPPxUGun76MkEXjpH11/nkLxSce+7aRctk0NYFn7eRYvoqoTLCoPrKnRySPmTn78Ea1wTwjAwRo0afJgNcJwXOnrRyqvxUxlCBx2Fuet+tHzlu8j01ud1w9nhOw1l7/wF4T13p/y709QLmonX1Y1eW0PXHfejxccg6urVIp5KQTSQBM7mkJ5UgjZSQbzNXfem+84fUfKlc9WGKBxGmBZ+bx/5ln4S37lXdX3ldfp+/qth8d+KD88jOtQ0hexfnsaatRd6XR2YFqk//B5z/ASMieD39NDzrRsp//mvVWljshQRzNtbsxq9qhqttFxFgjwXY4cZaGWqpM93JfT2opWW4bW24Xf3Ez7xCxg77k7mscfJzx8e0hpzK4GTmV/eT+aXgK5T+etf4reuhlzAq68JsCyqfnCTimIAWsSEfA7puWoT7LqISFjNXdNUZMzzEKEQMp0hccrx+D09yFwWEQqRPOMkcJU6H1JCPo+7ciX9d/0AmU5Tcv03SP34LszhqezbKtue49+4/S8oez9mG6KxXa/NGtu2f4haVDTg2iDlsKV2AfAgCpfwrOM4r9uKKvgg27ZfQWEbvgBrc/yO4zw51LVt2x6Kfph1cvyPDzXuBnwoB+53HOdzDEFr7DhOanN92BbabupDMMNFErXoOpVfOR93xSoQErOxYfA0o1eU0vDYjxRnfXcPeiKCFqjtaaYKcQvDUIu+rkqSBrhprOaGwfIuP51RteuptFo8qyqxxjQiTIPMS6/Tftm1lJx3OmUnHUzfQ0NiWTfLNH2YwpBCkLzyMqKHHhKA8Dz02urBTUvpxRdgTpqIXlamCFg6OzHrFQWrFo+D0PB7etBKkkqsqKaa0ksvxM/lcJcuw5pgg6ahJeIkzjiZttPOwm9tpeJHd5F76UXchRslHdss61lZ/IYQwBJJ4gfPorCqFUI96JVlxM++QP0KA3Bi4pY7AkUnbzCigZSIiqoB+n71upQYY8eT/2gJRn0t5sTJgOJNEKVVhOwJIATp9xbTdv/fUDCm4i1WXkRUTAiSl1wCnk/k8MMQQtB714+InXgc+ogRGKObBpta06cFDI4ZhGUpASshBufuLV+BXl0FoZAi+JESvaxsEACoUF6KB6OwdBlGTTV6bS2xU0+h7yf3qyb/x7D6Twuqfztl73b7RNtrIz5X1Bc4OnEUjdedrghZ6iqIThnNyh//kZHnfwaEILeqA6u6FKHrZBasIDKuXlGJdvRhVpXgZXLIvItREiPf0okej6LHwvipLFrEUjz9PSmM0jhebxq3ux+zuhRhKGW29NylLP7qfdSefTh9b8yj7XfPb/VcSuPDQ+ATP3gWJZ89AGGahCeOQa8sU2BG30dYJl5HD2tuuJsRt16pBFZ8nwEio8LKFozqCtzVbRg1lYiwBa6H29aFUVM+SPUqc3k6H3oKq64Kt7WT1pt+wqjf38GqK2+jsGTlxh3cDMtkh6dKoPHOyyg7Yg/m7HIG1RcdT825x5Bftgbp+lgN1Xjd/RiVJaz83oOMvOoUZH5tzloWXPKr2wmNUpUe+JL86jbcnhTRSaPV96itG6OiBKSk9f4/Un3mkay56xE6HnoWt3N4cjfp/Nbfi/LDd6P8kF1YcMk91Jx+EGNuOntQdwEkXipL6x9epO6MQ/AyOfW6VPTMbnc/+a5+omPqkK6H0DQ6/voGFYfsOsjtI10/yCYJ/HwBzQp81TX8XIG2R15AT0Rpf/wlOp/9d9H3Yo81vy9q6b6u6eTNft58e8lD2+w2YTuBz3b7RJulFxfSDZWECI2sAAnhcQqQN+LsI0i9v4jI2HrFxe/7eOkc4VG1KkRb8Gj/zV+oOutIjJK4Kv2TSqlO5gsQCyNMfXCR02MRZMFDT0QQloEWtih09CCEQLN0xv/0KoQmaP3Bb4uaz6qeeFH3YsDGTpmOrKgm1FiNCKsHcb61GxEysSpMPB/KrzhbgdVQanTS99EsA5FIIkyDXMql7/UPKd9rKugaRp3CB/i5AkLTEJZFyecORvqS9EcriF76RTpnL2Ppuz0oBe3iLKYPD2VvvisFusboB64nMl5t+kQkjNuhFmURVpu7ys8fDEChqx+rplR9T3IFjLKkmrOhqbnOW058p/GD0RMvU8AMFr3KUw8DQyfb0ku6NYUK5BVvq8XWg/uqdpuMm4gz/rFvUjp1NGgaT4w7hwP/dgslkxrQomGqT9gXKdXnX+hLU+jLEB1RjlGWwCiNK0Dg+4tJjKkjuuN4JBIh1UbRyxfQQiZC19DCFr7rkV3ThR4N0zV7IS9/9VfMvPci2vPQUsQ8hss+Lcfk7Qv/dvtE25r81iX8xn/lBMp2nUBiUiPdby9g+YPPM+W7Z2FVlpDr6EGvqUCLhgiNrMLN5vEzebJLWiiZNgYhoOzEgzCSMaSU6qQTDZHr6CM8QtXSp5e1EWuuU2luz0MLmbh9GeZ+41eMveyzSM8nXFdOx7tLmXPV/VTsPYWxt1/O65/95lbfi9Vm8T/nna86jpqT9sOMhVj50gdEa8oon9iAZ+j4uQIWYFUm6e7qR09nsRJRpBBohoaUEh/1cLQaqpj982fZY68dAvpaZYV0jlCZWti1aIhCKktfOkc6GeOVrz2ANIdHUGa8W1w2dtQ1J5HcbSKJ6WOBoLDBMpAFj+zSFpbf/QSTHrh6sLZfxCJI12P1b56j4UtHo0VCasPneuQ7erEqkuRWtlO6346KvrbgkZm/Arenn3BjFcI0Sc1dQNRuoPqsI+h8dR6ZYRKmabb6N91oA1aeNOn57dO0vvA28vqzqfrCkRz65LVExwdRDKkULQVCcVq0dRGqKmVtjkNZSWMlQkr8vn5kSRRhmUhP0vPkP6n4/CHBUBLh+5gRCz1isuasG9jt7CNIxg3ir7xKfHipHrbKtuf4t9t22wZs1r4tm240lL12F7wGaV2n6oGnqNp7Ehiq3MoyCmhVtQpohI8ZNvBzvWRvOQd++zzC0AlXJVVO3/eRC96DyTsRC8h7QMLjP4Krvq0eisHiYCSjTPnqZ9DKSpHpFCJkUL70aWbt24I+tpxwSW7r5wPoFcOQE3Z+gtE7GfQq6vfZYfDhHS0N4/d0qZx/IU9JdQgRD4PvoYECtkmJKXIIz8JKRJj1taNUFcOACA1gev3I9n5EZS0aPqHSOPUzx9N/xbEcf2Tx7g+Y11Mc0Ut4dBajtIBmAAKi5RINHywL/d2naJquQJjewrkY9g5YJRGk61J/9BQ0ESwPGuDmCFXEQIdwQ8VabQOvQGxCPTKfQ/b34re1EK3U0HUfc+U7TDypksLrHxQ1hwFreWvrT8paro9IuUnoiB0p/+w+IKUSKArYLXuffJ70a7Opu/UqhGWiCR89HlF8FZ09iEgILRJGL4kjCy6hMSOQ2XxQ/uoT33EchaUrMRtHQC6PCIcwK9XvZcpbDyiVS9fD/v23AOh++Cn6/vKv4m/KVpr3KTnzb8/xb7dPtC2edlDRX+DIPjOpuuEKMA20eAy/r18hzzVB5vW3iczcGa8vpZTnImHwfdZcdB21d98UlHi5SnxHAvk8IhoBV9XzFxYvp/OO+6i+9TqV9+zsxqytorBoGXpFGfkFS1B6pZKOW+6msHjZVs+jv3d4wGBjn/4hRnkJK6+9m/rbr0BPRFn93V9g1VRQccaRIASZdz8ibI9ChC2FZ4iG8NJZ0m99SHzWtECsSCJdFz+TUyC/RFSV/mVyuJ095OYvI7HfLiAEqdfnANBy6y9Jv+MUPQcrNDyh/voHbiay82QKa9qxRtYoBsfvP0B0lynE9t4Fr7uP3EdLie4yWSHXCwWEHnD2t3WhxaNoMRWVkp6nFj1Y+1ouryJC0YjaVLkeMl9AWCYrL7yR9Esb5RLbvDmcVLrVffWJu6LbO6M3jsdfvQRRNxotXqKqWTQdvAJ+dwdaZR3ks2T/cDfhk65QqY4VC9BGNqu/+3vQ4knI58FU6RF8xf2A74Pnqo2374PvIXvawbTwls7DX7MU99Whqre33GI3PFxU3v3Kps9v9vPmtiXFXeu/af+Vhd/e9rn6LwMGyvWeXpfj3rbtzwLHO45zsm3bOwB3BW/NRJWh+cD3AGcD87keOCK4/qWO47yx3rU/5l9Q1vgboBpFXHOG4zht6/X72Li2bY8dyod1+gw57pb4sC20Xf/zW9dWzdpvWL7AZbfehGWPB9NUaHQg/6FD6jcPU3bTDSAl7vIVGCNHDKKUgaDGfTVadfVaXXXPQ7ouslBQKPcBtLcvVelSJEhPSElhwSJ6bruDwpziZUeLVrgTgrJrLiF6+IFKM37ZCrRwGGNUPV5LK1p5mUJqS7WgC1M9qN2VqzEaAt2zQlBSaJrguvipzKA63yBlcVaVb8lsDm9NK8aoegrOR0gJ6Wf+Tv9vHytuHsNoNb/6MW5bB5Hdd1GhaHNtmaLvusi+FL0//RVl11y8Vm4YReqUeupZYkceojYCnqfAorPfJzR9h0H8h4qguGT+9QqR3Wco8Zt8gczLr9H59Q3SmmyRaUYRPxEhKPvW1wnvujNeZxfGyBHIXF6dxIVQpX26kiEe4LAAqRT6fH/tPD0fpI/X04teUT74nszn1f2RUvEeiEDtUghkOh1EFiReewf5OXPpufOeokpeR776fFGL8eVNJ232zbx9yW+32YX//0eu/jHAKcBuqEX8Jdu2H3cc5z3btn+AqoefDeA4zvsE3AG2bS8BDh4o/bNt+8kh5rMU2CcYuyHwa8Y61x7Sv8Cf9x3HucG27ZNQJXyXrNNvpw2Me/v6PqBK/wbsi+uPa9v2lZvrw7bQdt37MJSZseKzbtbMWYR23hFhmsi+PryOdvSKSnUYWfCeaiQEelXl4Iku9Yv7iZ15jipJqq5SD75UisL772LNnKXIe0IK8e4uX4ZeW4sIR5DpNMKyyL3yMqn7fkTJjTdhJnTKn/gdnad8TJRri6x7UXEUr4mDZ0FdA9KVaj6+zoor76Tpt7eSb+0hUlk5KLuLZC3SKRwd5N4XhomXzqCbJn6usJYQSQi87j70ZAxhhZCuh9vdD6Ew0vPpf3shoXGNlFx4DtFjj8Hr6mPJcVcUNZ/hsLLONObIetB1vJZOjBrFse/ncshUFi0eJZu1Bhd9vy+FloghNA2tcfTg6V/6UgH8osm1i6HvIwsufjqLr0VA09XGwjBZcd3P8LqGJ4KTzRf3mO+/5xmq0waptx3qrjlN+aipRbrrTy+RnruEkV89Hbc3jVGeHPxe+LkCMl9AT8bU/E1DcV4Abnc/fiaHWVmqJJotk/zqtgAMmUePRfFdidvezeKLbifz/kJqLzoe/YRzWPntX2z1XIqV5f20xMf/f+TqXw4c6jiOF7QxURsNUOp7T6DEYTZlQ83HQdXTS2CZbduGbdtVwEEoqPJrG/BvT+DWdcb6evD+raj7OHMD4w7lw7oL/1DjbugebattN2rtS4qUszV0ms+5iPzKNoyqcvTSUvSgrjjfU8D4/JdVJD6VVot5OARSkvXKiYE6maDATdID0ThOAbqWrSY0ph7p+5AsB80AXw5qkPe+uZiMHEWkz0U/7PNIYRQ9l4WpZFH9J+24I8bYJpb9/iViY+qo2msKpdddiFdw0UfU4LsemmXQ+8EyoqNrMEwTiaCQ9zEkSofe0BG6oRb2TAFNQvuLH1B9wHSkYeJ5PpoQeHkXvbIUPJ9/HfQ1+pwVWJVJ9vzTjRR6csy+7Of0FTGfqmFSKuybu4LamTsAAr2iRJXktXXhdvQRHd9Adnkrdd9QHPJeb4qel94nuddUjESU6I4TkQUX6auyPau2HLO+VpW26RrS9ZFCI/XRShJ77oiwTNoefYGq4/aha1UOFSwt3rq9rQNMjgsAsPFJjfS8vQB9uhK1XfHgP9DiYUYetxclh80iedBu6r70ZTDKkiz+8Z8Z/eWj0CIhiITwcnnc7hR6NDyIjjPKkvS3LscauRaxZ9ZUqKiZYZDr6KVvzlIkklVL+ijkI6T+9A6Tbv4CrVsJ6B0O2w7u24hty1z9juMUgHbbtgUqZP+O4zjzg/d+Z9v2vps5TbH+fILrr0s8PjDPh2CQdnhLuPqvDvodPNS4G/BhXdtW+feHjau/UCiu5Cnc3ERuyWqssQ143X34gX64XpogNL4Js6EOpI8Ih1h20a3Uf+8S9HiUii8cE1DPurTe8yjVFx6PloiixaP42Tz9r75PqGkkwjDQImF12hECt60bo7KEyktOQ2iC7PxlLL/2Xsb9+c6i59IQShXVv6KhFH9NO7z+FkZ8V/x0BrlkBWJsHbKrFxkPc/0NNzDvww8xdYNvfuVrjJk2hczr7+GPGcmf33uDR/74OIauc94XzuKAQw+hq6OTo689n+Z76tFLExx08MGcftppGJEQy752D5UnHkzpEodRR+9O/bfOJ7+yjexL71K6eB6lRax7VSO2Hsk+YInzziL6mZmgafgdneSWLeM7j/2BeXPmYGRz3PSDO2kaNy4I4+v84S9/5uF7f4L5QAVf/OIX2XevvUGAu3gxs1cs55pTv8Xvp80geuD+PO9m+dVDD6EVXMYkEnzj6msITxhP6U6NICUNo7qL9n/AKnu2Dg4vf/oTOn8KXPoFKk7/7CANb/2Je+H1KPVDv7sHv6cPramecGUCYeqMOm2/IDKkRKl000BLRsA08XvV5+L19irdBs/HT6XRohH8VBq9JIFmGYTryglVJkBoTD11J3p+8wQlh+6FNn8uYyu6hunObLl9WsB9/99x9TuOc3xAFftz1OJy4dbMj//c/G2Kg36j/q33+uZw9Q+0GcqHDfXbXJ78ba3tRs31istry2gMo64Ks6IEYSpVsNZfPEXNOUcp+d2woucVho7va2ihgdOTCu16/WlF0zuAXkeVqWFaa8Pf+oCQjcQoTw4ylUlPqgeeGQZZ/Fx8WVxK0ct7+HmXjqfeILbHjmiREGVH7omXzmLUlPO3558nl8tx26RDaDtoMr/8wyPcOG0Kid2n0rt8DQ8+8lt+/9hj+AWXZSuWI6Vk6aLFHHHEEXzlwkuwasvVhYKweOMtX8br6WfKew+TmbuY7KLVRCaPpu3RfxR9L5YuKV7tsKEnTBgTHdAqysn4PvF4god/+wj/uO1+vnvrbdz+tRuJjK7DdV3mzZvHd3Y5jhHXnsKCxYuQQnHUL3FW8MCTv+Woo46i4pJLkcDsW27m/tvvgpWdtFVY9LqCsGFiNo/BS2WHxf8B84r8Xqz+xu8pf3Ex9o8vRY+Fya7qUMh+QMRiZBa2YI4CPaHY+DIrO4lNjK8l6ZGAaZJb1YFmGmiejx6Pg67h9qbJLmsjNqERvSQBviqPza/pxKopw8/kCR95MOa+e1No7ebDK+/F609s2NlN2Nii7sR2kZ6N2jbO1S+APwLPO47z3S2e3Fr72HxQ0ru32rZ9G4q3X3Mcp31T/gGjUBz1b7Bhrv6PjWvb9lA+rN9v/XG3xIdtoe1GLRbbOjrSyktOJ7LzZELjR5N5bx6Zjk6scY0Y5aVUHLfvYC5bZnPo8Sh+Lk/dxceqkzvQ+9eXSB6+N0ZpkqozDkPoGl6XInXRSxNUHLef2gzk8qy8/Bbq774efI/snI8IT7UVQMowMCuSNN99GUZpnLH3Xs7qK76zVfMBKK3dOtBT7OyzsXbYAWP8eGQqRUNzF8brf4bPH0h+zhzI5TCnTWPK5ElY4RB1jY00NDSQwUPmchjJMImpzVxxySUY6TRaSQk/uPNOvnH99YyfaDP3ux+wqHMNq+bOZu+998YwDMjnKaxYgVlfT2HJEtLfuAxrp52g9ouUJbqIjO3e6vsA0N9eXJi8/KIzCO80DqMkit/diyy4PPmHP/Dliy9CMzT2OuEwHv3eO4RHVuC1tvPCX/7KZZdfTjwcQZgGXZ2dvP6De9n5nNMomTmZuw67B8/3WXXOV6i772auvfZahC+hoZb3//kv3vnSNzj27efIz1uINXEsow5tJvvmu0XNYcBKRxXH6Bg57WzMSTughw1kJoOZ70b4JYCB6O8m0VSiOA5S/VAoEKlQhDx+OoUWiSJ0gcy7hCoiiEjsPzAORixEfMrowU2zTPejWyHEwnfQmw7FXzQPnn4S76V/oAGbFk7979qnY9n/76H6fwCcCMxb5+VLgB8CA1z956K4+q9nbZ4f1uHqD8L4EzaB6v+PNuugxQe4+u9Zr/1ngYdR+fYB+6rjOK8G7+8LXLC+SE8A7puwDrhvPPDTdefjOI5n2/YNqEVLAy5zHOcl27ZPBuKO49w3lH+2bUdRqY46lFLgyYGmwK3A7wME/1DjbsiHZ4EjURu7ocbdEh/+z9tu6LOH4il7haEz9YUf0PPie5QfsfugLChAvq2brqdfo+b0Q/EyOYRA5S1BoY0HDlIShVr3AhTzBg5Ybm8KIUEvCXL5UtL9t7dwzryFnWb/jLenn13MVJh2z65F9UdohI+4GL+vA6EbiFgZfqYPLRwH3cDzfLK5HLFIGJntozPjUV5aikDiByQ9ItOHiMR5Z/Zspk3fEU3T6O9oIZYsoas3Rb5QoLa2VqHiO1eilY9A9nchIkmk9JCdq8m/+ihFP2I7WovrH1jomMuhpAoyfXRkfSqrqlQZmu+xYMkyxoxqgL5OenIupbX1SmAG6O7spLd9DdUNTVihEJrQ+McL/2C/mTOQ2X5EmeJ8mD17Nvlslhm7zkBoOhRyoBvk//IT/DULh2UOy277cFjGqbnpMhJH7osIhHbQxH9QOadff5fwDrb6jQSlicJam2aQ2bzaOOvaIA8AmlDIfjNoJ9YJE3g+Xk8fy7/wVfIfFa9eCWDP+0tR4Y/zm47f7C/mT5Y8us2i+rfX8W+3T7T1nn9I8XX8534NY9ospa6HVApkpgmeS+a3PyJy4oVgWZDPKVSylMjeLiXVOlB7LATuB//GW7OM0IHHqoGDsr7c4z8jdNRpiGgQopQSf/lCRCxB4c0XyD35K+Lf+Q39V3++qHl8+KcigY5A6UG7MPKyE9DjEfx0FiklsR3G4Gfz9Pb2UlpTRf9bDiBgfB3xeByvP0POcwkn45B36X1rHqFpzUTiMZDQ7ywlXFuBnoiSzeWIRBU4q9DWTXrOYj4691bQNHZ866csvvJHdP751aLnkYwNj25B469uJrrrDshcgaz0iESjfLTnaUR3nULNrVeg5VT5YkFIzHAYv7UTrSSBCJn4rsf7H8xh7LhxhKwQixYvYtzYsWhB+Vp/Xx+v/eVZ9p61B1ZDnZIwXrYas7yE+TufMCz+A1SNKQ77MWCx879M6KBDlepgfT0iHMFbuAAsE71hFPn3ZiN8H72+Aa2iMij3c1W6Swh8z0WzQmtP/AOKloH5ba2IZBJhWkjPQ3gehfffpe+2m5E9PRvwasus8q//LGoxPncLFv6fbsML/3bmvu32ibZHn6oqfpCnfspBDySo2mksodK40k7XNLyCzxJ/B8Z5Ai3v0TlvNZU7jFagvliJeoB5HoVUDjMRQbN3RBu/I0jIdPQSLk8grBDG0ecgwiaDm2wJsmYUmmWQGr0Hf37h7xQmXwwUN5ejJi8v+lZED67HFH0Y1dW481agNzeDlGimTiiqSrGMrqW89fhj7HzbHSAVU1son0MIQX7hfBKT6nn8949w9MEHY9TW0brgXRq8Mfhjx+G7BQofLcccNx5/wRzcO2+iaYxKUeT/8iQ1zXlKJ3dszMXNMmvE8DzarFL17BbCJ2SFkFIy6jun8fZTTzBC1xEhCYaB6boIIPvPx4h97sxAaE5j2qSJyFQvAh/btoOTbKDm6Lnst/t09LogiuB58MG/ELvuy4hZw1OVAPCr5xuGZZzp7+fZcVaBB/b/Jqe+cCulYyJQP0pVrkiJNm4SXq7AS7c+wn43nQmA1HQQGi3vLaZyYiPp9l4iFUn8gotmmXQtWEX52BGqUkZaRENhpJS0OyuJVCZ57eF3mfdqEoX7Ld4uKrK//JQE+7cv/NvtE23NheF5QJbXV2IIgdAEg7H6fIFEIR8wjEFYBsXrUsnvCk2Ar6FJqThHTEOp+dWWEylPqIVeoELhBQ8hhGJpC1u0PfkKZbMmE7YMxrh53GGYx20fjSh6DK79C0I8w2dvOpudPrcXwjQoFAq0frSS5+78PWfefxX/SBUY/cVLME0LiaCnrYslr37I9KP3IN8wCisRZ8zIicgSpTs/5sij6OnuIWGakMrjj2hQHO/TdiH+4GN8b//LSXf1c8HYnfnD/W/TMgzzOPi94Sm8mnldBVrBY855d7HDz65A6IIX2/Lc9uhrPH2TRGo66dYu+l6dR+3Rs+ifdQQxw0S6Hi1PvUHJjPGEaisRmkZ3VxcliSTOg88y9pSDsaIxtJJSlny0kBEjRmJGw1iHnMCqh57HeaZyWPwHKBmmp3xq9iLMsMX5c+/DDJgH3XQOL1fAiITomL2Qqhnj2fVLRw32KfRlsJJRysaOQNN13vrmw+z6zVMx42GEEKz88xuUfulIhKZhBmk0AcQqEjx9+PUc8Osr6f/3R/Qt2mjG739m/21U/9aSua3z3snARY7j7L6x62xf+LfbJ9oaq4sPAZZddCbRMTUIw8BPpfFaOzBHN6CFLWqP2Q3humhhi9Qvf0P8tutAE4PCM15/P/T3IxMRhBBYZTG1IZCS9pvvpuq6i9FD5trcZUGBEWuO2h18Vco0epckuTnFC7JcXlGE7vo6Ftp7bxJH7ILAR2gCM2SR/PuTHB1aAsChhx2Et3QpWiGPiEQoLU+yw86jAIijNkHTZ0xAaBIhJYX58ykJUFmx0tggoY+JjyzkuPb57+EuXUr22T9zSuFNxfdZpHn54qKsifPOwpq6A9aYOvB9pv7yqkHA5377782uX7sUIcFPp4hVlRE7aneQksTs2Yj6keimQc2Ruw4y0XmdnZQkEwhdZ8IZh68Fj3oeo0aPUhuhYFGpntVM6MhyCh/O26B/W2LJpaVF9R959cnEZ0wkOnFUQK4TXovY7+lD5ApQW4bZ2YWfymBZOgMNdBTLoa4JZC7H7t86FaMsgfR8pOsyZt8paLoGCMx4BFlw8XpTRMqTHHLPBYQrEkzbuYGORcODdyjW/gd1/B8jXWPzyNywbXtH4Gw2iDJaa/8tVP//GWVv8NodgOM4zr1DtB+S5jYAJO6BQplfAyxiLfHPdGA+kAZ+jaoKeAiIAKtQgMS0bdvnosh/XODbjuP8eb1rzwR+ELz/rOM4N9q2rQE/AqYBOeAcx3EWrNfvY+Patl05lA/r9Bly3C3xYVtou/7nt76tad/60p7BMa7/AzsdvD9GZQl6LEo234EJaiPgCTLOUpK7TST5xbNUeN/3Wfrdhxn11VPQE3H8kDq9+OksH5xwIzv86WYQgqqvXYT0fdz2HszqMpAorn8g39nHe4dew4y376MzV0bfMMyjKdFZ9BihPXYnedXVoAl677yb+HlnoZeVET74EMRRRwMoIJYZwmttwxjVqNjZRgacaIaBn80i8wWkL9EtC3PcOPWelPj9KbTEWqyDVloKrkv3bT+g4ns3E9p3fwBSjz9J9u/rF6lsvuVSxT3acnf8CoD6Zx5EryqHdAa/P4VeU4X0PCKHH4rX2YVeVkp+4VKs0Q2g60QPOwSEouz1U2n0ZAKEQEsmEYaOdAsKADiY21bUtCJk4aWz6IkYfjqHZ5YUPYcBm3BsobgBFv4SFkLGsIjf+gj9N51P7Io7ELEE4ZEVg5uY0Jv3o+/7A6ShIfMZhBVGj6vvux4JkXvyF1gHK+yC0FWNf6TaxFs2H71pQvC6wKgoQXa1Ih75Gvql36OmZj5Vxc5hmMz/72PiNkVitidDk7n5wM3ApSjA90bt00bZWwX8ChiPIucZyj5Gc2vbdgGwg7HKgWccx9mFtXS9L6CQ/vOC/38IPOQ4zi9s2/4KcL5t2w+jqhR2QbEKvmTb9nOO46wbw70XOBa1qXgq2KGNBsLBPZgJfB9FvTswz9qhxkUh4v/DBxQN7oAds4Fxt8SHbaHtRq0svvW83QNWddnpmFUlaIEAT6SpRr3h++hhC12oOn6RDz5KTaPulP2D3gJBQMkashh/xxcVBqBQUO+ZhlIrA0BSWNGCVhInVFvOLq/eTXbuAsrHJDHeL34eve1FMpoZOmO+/GXyLZ30/+MNYkccRe6DxUT3LEMf1YTQg4OE7yONEFpS1W172TxGIDKTmbeE6LQJUBlG+p6itU+l0ZJx8CUiGkFmc0igsLwVr6uXyC6T8UZOoeNnT9D583WJJ7d+Pv3p4ZH3rcv7GELguT6F/jx6DWjJpNJZ6OpHAzxXQw4UeQysCxK0SFRJNodDuF19GKVxhGmSmbeE0KhahGmozYBu4vUEdLdAemUXK/48DygerAkQfnt4gHFGcw2hhYsInXAVIhxV3wMEQlfLSN8Ly4heLhGWhQiFyS9YgNXUBIYSsrIOPAHMAPGfziBiUXJvf0Bon73AdRWgb2BDFE4Su+V35F57nd6nitexGLBit9dbsuzbtn0ecN46L93nOM5967x/NnDZet1a2DiJ2VAkceXAd4HLgc16kHzaKHvjwA2osrcN2VB+LAX+6iiBm3bbtj3btms3Ukq2J2p3NTDGzcBC4OVgoc/Ztr0AmBqwF+4J3AmEHMdZCGDb9l+BA1Gla88AOI7zmm3buwTvX47iBWCocTfgw7oL/57rj2vbdnJzfdgW2m7g3v+HtfQW/3B0X11C2ZkCP19AWAb9Hy4nMb1ZhWjzLtaEZmTBw2xSp1o/V8CoUgQmSB9hGviej9ebIr26m9C4RoRhKjW2fIHU/JUkpo4BTWDW1yo2t54Ub+59Obu9cTf9WpLRL/yK13b6YlHzKI8Uh2QPj2nC7UsTbm4g+Zn9yC1YTmbeMqJ77kR23hK0WISwPQo0DaOiFBmUZCmRFbX5iU6bgPpHvS5d7z+R2yl1qsV1CdlNSt1u0UpKTz0Ka0QVFReeDEBu8UoWHL31XP3RUPEnxKrLT8MoTyhlwXgUzQrm4Xm4nb1Kctj3iNiNAGqucuCeKC57TRMUWtrRSxKqtE1CeMxIpO8NpoS0sIkWNlGhAknfY38bFv8H7N2PaoZlnNKyesZ3+eghE9310UIKy+AXPHTDoP/w86nAwO/OEKoJYzWPVcJGUlLoz2AkogGZlUTqBm5XP5EjDx8cXxgGfsHF60+Rb+8l395L2T570zHrFFb88m/DMoe6TTfZqG0JgU+wyN+3kfd/Bvxs3dds236MLSdzKwHGAT9GrYuTbNu+03GcSzd07U8VZW9Q/7/Ytu2NLfxD0dzOBq6wbftuVN5kMhvfbm82Da3jOH8Dnrdtux71oa37/pgh+nm2bRuO49wOYNv2qUONuwEfNuQjgBe8tlk+bAttg/uwUX3VyliRJ2VDZ8JdXwJNoFkmIImOVeCy1BtzSL8zj6oLVHgyN3se0RmT0UKmQmBL8HN5+p5/g5LD9kQrS1C21w7qYdjTj5fNYo2oJjFNbSJkrkDHQ3+h8gtHYZTE2O3lOxC+T/0Je6JbetFzyRdJ+SsTCUKjR9L32hy0SIjw5GbCdhMAekWpWswAP++y5gePUHvZiWpxi0VAgN+fxs+7GBVJFc4WAjTB0it+yKg7LlUnOtMEAX2vf0BkQhN6PIJRUYLXkyK7dA0fnXoDk565k8z85UWx96XzW0dTu6713vQIk2ZMI7ZDs4p2BLXmvi9p/d0/qD71YEABNv1cQeW+PREs/gK3ux+9JIZZUwFCw0tl0aNhxYRYElMMjrpi93M7FQWuUZ6g6sozyeR0uv/2VtFzAJh1THEUt6Gjz0BvnoxePwbCEbzlC9G04BHa0wYIiNYx+rgp6MkIUuQZPBvnMxCOYpYEEYJ8HhGKoIUttLClKhwCVT7Z140WS6KFBCK7Eu2Dv+M3fp7mCZ00FjmH4bL/Aap/KNK19d9fn8ztDdSahW3bTcBvN7bow6ePsneofscBXw7+vYIhaG4dx3nWtu0ZwAvAB8Bb/Gc4ZX0b2HVl2DQN7fp91n8/ut7r2nqL3abobdf1YSgfB8fdEh+2hbabWvQBXs6XbqrJRq28uYHqJa2EyxJopkGsrgw9FsYveDCqng8eeZ19BaTbeghNHQ+A73p4eRchPHTLInHQLNA02ucuI9lQhW4Z6BUl6JTg5QqkWroIl8UxYxHKTztCXVhKfj3zck558wc8dfUvOfK3Xy16Lt5W4tl2veo46mbYVE4eRT5b4NXfvsRuVx+vFidfUkhloSRB1+LV1NRXk+nqxzxir0H64lyA3PYNAz0WUaWQeRfdMvBdSfS8Y8E00EOW2iAUXJJ7Tqd7yRpKKkroW9FBrjfN23c/SelxhzH/77MpHV3Ha0UEZjcp8rAJm3b1cVTtahPbcRxufxY/X0CPhDATEdxMntd/8U8+e/GxCKHhF1zSLd0kRtcEgk3gZvNIy1Tvex74CiDquy7tc5dTNrEBMx5BAPmufub9/FkmXqC+G//+3mNMueoUZr+8EC9TPGDz788UmQJ65ingKXY793D2++pJtPeHqERDB3oyBumOXkZWglvVhCj4ZAs60QBf5usWuB6+6yEAryAJhdT98T2PeX95k6nH7a0iRMkyCpkcYNBt1VJ+6hX0tXbxu4faaf9oeKocri2yv/vfX/h/DPzSVsJleeBkWCvYFpC5vQi8inqefmlrLvJpo+wdqt/vWZt2wB6C5jZgwFvuOM4ewYblV47jdG9k2IFd2S9Yuyt7A7jJVjoAIZQC3Zx1/Oi1bTtv23YzKrd9CHAjatf2GeCRILf9/nrX2tC4Q/mwvo//Me6W+LAttN3I/R+0GaJvc5pt0GIJSSJm4bV3Ep3ajCy4CNNAM3VM12WXE1RVTLQiSebDxeRWtlF68G5ohjpd+3kXt6UDc0QVZQ2VaLEwQqiQttefxqgsJV6ZVGxmQoA7UMsvOWP2PfT+azZjP5qHiSx6LlvN1X/rL1gN9M2czLhfXEfNq28RMU8cJGDp+9ublB+5B9VTxygu9flLqZgxEQC3L03fn16i4qQDMSPWIDlL/4vvktx3R3RTo+2yO6h54W7wJan3FxKdPAYElI6uBSBRmaBkRDkH3Xo2fn+GtoeexejvY1e59UI7iWQR5ZFCUFNrEoqC7O7FLE0gRESxM0qJlkpxzIvfRWgahRVr0MtLSIypReZUqkh6PkbEGpTv1UIWirJRQ+gatTMnIKUProfQDIyQwYRjd8WMqXK2XS89Akme3XcpIftu8cj+5t7hUbMbO7UJTWjUTGxU9wLofeBpCi1dcM+l+Kvb0cbVE0lEAKnC/AUXLRJC1zSk72NYSrnRCJlIV1OLPgCS1t/+g6rj98VPZakaV4/0fApvzmPa3E1ifP9n9t8+8QcA7Y/pczuBYFvw9w2olPZQ/Zeg1Fw3av+tE//XgDLg67ZtD6ASLwF+aNv2AL3s71GgtTHAuQFyHdah7P0v2RXAT9fzwwRusW37QhSwcFO7qG+jdmXnAu0oatlUAPp7EbUTu9ZxnKxt2/sDezqO803gAuBBFJbhWcdxXrdt+03gINu2X0EdFr4Aa3P8juM8uYFxP+ZD0O9XqNTK40ONuyU+bCNtN2piK9e6uitPITZjIpGJTfjpLFokRP8bcwnbozDLkqpkT9ewRihSndySVZgjqjBrylUo15cqzG1oSsxHCLSwFfAAKGpfLRboqVsqFyoMHb9QQDd1ll51F7VfPoH4bpOw/3wbemmc0fdcyZIv37Z1EwKkv3U3Y91yreyiVUz843cwy0uQBZeVt/+OmjMPR0qJzLuIsEV8xkQyzjJi08ehGTolB80Y3AhJ1wMg1Fij7pOuM/m5O9U9XN5CePQIhKbhdvWx8nsP0vCNsym0dbP0mnux//At/JBJdIdmllz9Y2QR4jK9fVuvZV922ExcLcJHR3yNMfdcTulBuyBCFtL1EYaGiEXJfLSS2I7j0CvKyC1vJTK+AQydQnuPinpEVDREC6kNQHbRKiLjGtQ3W9cQUuC7Pr0vvktyt8mY9SNUuDtfYN5ZtzLtlXvJxaro7Vuy1fMYsMrS4pj7yi8+g8hOkwntNBnpuSyadiRV37uG77/+AvPmzMGUcNOSY2hsVCmylq9+j3/tMprfPfIIhmly/llns/fOM9DCIQiHePPtt7j66qv501dupLB4BeVfPIVUdw+XPP4Tvr1zA6MbGkBCYeEy5Puzi/Z/OO3TIsu7nbJ3u32ibeGUIil7DZ2mf/6OworVdP3oN5RfeBpGc6N6YGeyoOsIy8Rd3UbHD35OxZXnYFRWIPOFQR5yr7cfPR7F7epBLytRoC/Xw8/m0OJRhWAOaGplJkuhpY01F1yHu7KF8svPJv/REiquOIel+xZH2VtsaaMwdGa8f78CL5bEEKZBflUHoZGV5Fa0kW/vJj61GS+do9DaRWTsSPAluVXthEaqDVLfuwuIT20e3ADhSwrd/ZjlCbURCHZqvW/Mo/2Pr9D0jdPILlmDFrYIjaig87m3cM7e+s3PgI0atfWljSWXfJH83HmYY0YTPfwg9JpqZH8/MptDKytFuu5gaaJeUY67pgWjTukPtJxzETX3/QB0HZnLg67hd3aRfv5fJE46VpW+SQmahtfegVZWBq6L196OMXIEMpcj+8obhGftSvslV5N/94Oi78WalcPDejfln/dgNdaQcZaRNuFfc97hyJl7M/udd3jg8Ue54+qvExpdR64vxaI1KxlbV0/OEJx88sk89rtH8du6EbVl3HHnnTz5xz/y/O8eJ1RfTSqdZvHCRTzy6KOcftJJNI8bjzCUBHDLz//Mim8+MCz+A+yy4omiCB4+2/iZzX7ePL7sT9spe7fbdvtvWElD8ZzsuaceI3L8ydTe+XVAKv59KZHZNLKnB71pNEZtJTW3BNE2KZG5DMLQFeI7EUMWCmh4CNdVIDBDV6A3IP3gA4SPPRG9vAIRDmE1NRCvzSLNAvGZk+h//Sk0TRY9l1R/8SVsqZdnkzxkd7VwaxpGXIWfQ43VaLoio9HDFlogywoS3VwrTJSYGgAZCy5edx9GVRlmWVzds6C2XwuZJGfYxKeOQTN1ouPrGUC0596eQyJcPIth+5r4VveNaCV0L/fo+/UjjG4cT7KqEhGLIWKKfEhoGl5fmp6X3qf8qH2QRiDcJMTgoo8vFS4gEUOvriJ6xKEApN6eR2yXSQDolRXIgqsiR5VVauxwmPA+eyKzeVY9txz8rZ/HgIWtTUJlNmrVl59KbJfJWI01CEMnPGYE7WtWc+ihh2IaJjP235sX3n+LUFMtwjBwBbzzzjtMHG9jGTqPPvoohmXhVZVy47e+xY033MgZp59OqE5FhXp7eqiqrODkU06mfmQ9IqiekAWX6jMOJ/vKW/T/6+2i78Nw2HZZ3u223bYBC08sFsYF/r//gH/ggWhVdZDPM1CUXfjbb3Ff+yux7/8RhMBftRhRXoMIR8ncfQ2xq+8CVEmXECA1H2/lQvTRE/FbV4DQ0KpGEDn2eLRkSYD2VqVuZT+6H9m6ksK//4EZ6yL97S8UPZeqvuIwAgCZ73wDo/9CrKlTMCdOQE/GVD7X98k8+TjJ88/B6+/Bb2tHs8crVrZEJEh/+EjfV7XYuSxaKHi8+D7oOu7KFRg1NeCrtIBm6iAEhaVLMUeOxM9mMd54mqr6rc/tD1i6e+s3QXquj7rzj2LkZSdgjR8NQuB1duO2dhCaOBZZKCD7+yk7fA+k7yM7OqGiZJCREMD3XPzuHrRICGEY6PEoAOExipceKfF7+xFhJVozKEqXLyBMA1nIU3vsrqSe+eeG3Nxsq/vyhiqiN9dehdmv4jdehF7XjGYITMsgEongLZ2D77zJ5z73OQg2hq50+cwRRyC8HGhhCvk8pmnSn0vzpfPORtO1gK1PRYDq6mqR2TTP/fkxao86hnA8pspkhY9M91A9s4fqmc1F34fhsP82Ze//yrYv/NvtE205Z3jISSIeyP5+vBXLMMbaSnhlv+Mw911HaS9dQMTzEI5Cwy5KaAWQuZxiX0uWosXLANBKKvE72lVfoatToBDI/n61OEjo/vIFw+L7gH04TPXaze0WtVV1uD0phKGjx3Sk6xM+7kSk56OXlvHybpez9/wH1LzMUCBNrOP1Z9FjGq4n0Cy1+MqA5Egf2YAUQm0MpMTPFtBCAr12BBgGK375Dxa+YVCsWBFAfXnvphttwPyCjzGyliWHnsWYFx9GD1nkPlzEyvOuY9wHTyMsle/3evowqsqxxirKXen5ZGbPIzpjCppuIOqqEYaBTGeR0keLRdESwQleCPLLV6PFYui1FQhfIixTCd7kC4iQhVZejre1pRrr2L9vWFX0GAA7HxAmUnBJzV3Oax++zWdPOh5Pr8WtPwBd9xBCp9DRy6tPPsv+J38OqekITUMTgnRbF13pXkKhMF0dXZSWltHR2k5JJIYeCZFe3s2MWfsR1uNIV9H5apEQrX+dy/xh8h9g7yJ/cttP/Bsxe9um7J0O3IWqKc8BpzuO02Lb9jXA51HlZrcGtLh/RwHQJgCtQCeKMOh2hhBSsNdqzLsojfmfrnftDdEFb1B0Iej3sXHtrRRz2BIftoW2639+61vLvOJDoQAlkST9/5rNyou/Q8NPrye+3wyIJgdPYn6uwKrv/Q4tGWfk9y4jdspZgApH9r/8HoRNEnvtAgUXvz/D8gu+RePPbgxoadVmAM9n5dfuof6Oq/Ez2WHzfcCWGsWH+ne6+jgqPrcnZlkC6Usybd3EYmGkABGxkELQv7yNSb+/XkVBCi6aoSsyHwFaLKxoTXVNvSah0J/BKonh5gpopoEGKrwdtpC+T2pNF8LUSew/na5HXqR3GARZMp1lW93XcGN4Szqo+tUPkSFVjeGWVuKefLravHk+ek3l4N+F3gxmMga6RnTnyQD4no/bk0aLhTAiIcVrAKrqIegXmjhWMfd5/uD3TAuHyK7pIlxTypw/fljUPAbs9cjW8yEAHHDF8TTOGE9kdB35TI4uzycRUXgSLx6hs7+fESNGkOnPEErGaBxrk8/lCCUVtuC1119nrz32oi4eQxMCI2yyZOlSakurlPxzwYOKJHZFPQBSSnxP8JtTv8Nh15/GW+Pr6VrWWtxNCGzvTTfZqH1aMHH/P1L2/gClXjTbtu3zgWts234AhYrfLWjzim3bzzuOc0Aw7i9QpAjPBP9fznpCCrZtX4lizpsBpICXbdt+0nGclnWuPRRd8FI2ILoQXMscalzglPV9YPPEHLbEh22h7UZNaMP0Q/R9hKkjNInXFUQRAlS6ClVrCCHJfRiUFgVPaqFr9D79L0Z870rVxfMRIZNRv74poO5VdL+qMdTfebV6+Gva8Pke2IxQd9FjVOtZQoYK7Wu6TqRcPeA1wxhU/gibgq57foO86yvqNgihCG6kVHn98hLcljV4Xb0Yu0zCSkbBl1jJKDK/DiOdVCJArV++icafXEf+rfeZMa2S3pXFl7C5xtYvdiWlBqKnk1jzRIyoWvhjjZWMPe+QQWY+mcogNYEWjWAmYwhDQ7oeXiaLFg6hmQZmWRyhCbr+/BLRyWMINY0YJEESSKTngaGvJTuSEj+dJVQep9DWTX2NQXpN8Yj2z25ltcegfe8BuoHa536INaqWct9l/4P3A6C1ZTXCEFimSTrdy4o33yP6uxeI7T5V9ZWw7977IAoubk8fZnUFAkFtTQ3RaBQ/m4eCS8jQ8FwPP5XGjMfQNcHUV98kXjiRg71+8n7x6Z/hsE8Lqv//R8rekxzHGZBCM1CbjIkoAqEsgG3bH6FocV/bwBhDCSlMRJXfdQVjvATsbdv2Byg+gws3cA8chhZdOCiYz2tDjbsBH9b3cahxt8SH//O260cx1refFYrP8QNcsqKdkumTeHXv/TjtyH0A6Oroo5DJUTO+HmGZvGCWUXfoDoxZp58v4c1kDZ8BNN+ns6WL8sZqJPC3H/6BAy/6HG7eZfG/HUZOakJKiRUNYYQtYo/+kA//MZvnfjDk3naLLSmLO9kB8L0/cXA4ycp3F3HwdadghEzCYQvf82j9aCW1k0aRt0L88lmH8xevoaK5Dh3UyT6TRyRi+L6PVluJXl+D73oqIoCkbf4KKseMUJssIWhftIayUdVU3vsN0hKy0yby1K9fpM0r/jMNb1qgbIO2X7/Hqn+9h3PRT9FMgyvm/xwRCWHEIirK4Xk8991HOeSWs0i1dmElophaCDfvYiZi5HrTWJoCPErAGz8as6FmraKd7+M8/SZjD9oJ3ffJdPUTKUsgNEHH8nYSdeWEKktZssMUZr/bslFfN8ciw7S/LF3WQUIKPCuM6UksIEEYPFUREorGeOk7f+TQH38ZbSANJv1gM2xh1FQipY+bd4lEoyAEmd40kYokIthQeR7oAU6k7ve38tovn+eDZQMcZcXbjkX2/x8w9/1P7P87yt6BRd+27VkoRr+9gUrgq4G/FjCLjXAss2WUvXOBC4PXhqILHkp0ocRxnIcCP/ccatwN+LC+jx8bd0t82EbabnTh//pewxMCNP75G6Lnf5Uv3K9O7khJRUMVsqcLIQQyl+XU284FK0Bwuy5oCqR0zPVBCLi7k/LKqDrBSclBFx+rwG+ZXsbtMRmFfCqAbuC3tzKyJsyIIycyqy2Ov3xR0XMQ1jAs/ICRf5MZV58Geg6tpBRQ+L7a5moAoskwl38hTjiWRzeDR4gIKPn9AkKEFPd8ILeqFOk0qpvr1EBBtKSivgxyaUpGVkA+S8mIMk4/XMNrLP4z9dNbj2Q3+15j2om7s0/XY+hjJyLT/WixtYqCug57JuciBMRryvBXL0fEGjGj6rthiQKyowfiCbRonEq7HukW1LwLeYSUTPjMzMHxImFBoPJMlV2Pn+7H++At9mzqZNdZK4u5DQC43cNzTrXeeIL4rGsQ4fAgUVPF2DqQanwNlxN/+SX02uA1oSGkxIgEvxkpkeksRjgymPqIJsOK36K3FxEOES6NDSpgVsRddkksYeqU5cPi/3DY9hz/JszeRil7Hcd5y7btE1HsjUcEJ8o2W/H0PwMsA15HkeJsyNalnd1cyl4Ygi54M/ptirJ3Q9faUL8t8WFbaLtRMxrLN9Vk86zlA1znLYzJu6nF2bSCUL96QBVeeQpj/HS0kc3IbBphhcD31vaXPkgXERsQ7wmQ22uWotU0oLhqffz2VWhlNQjNRyTL8b0cemUETRQ/j7t+Eyp6DACeX8g5B4WoGFmtUPqaRl9bL+898k/2uPgYetZ0E7v6h2hhc5Cad9kb82jcdUKQ6xd0LW+hrFGBDaXQEbqithVCqoOvEHiaibBMHj7+W8Sryxh/yM786c7lQPEgxSpv0202aC8tYtbNe1N+xU8QQhDWQohcAT/vYsbDtM5eTPjUa0AI2t5dRMmYOiwg19VHqCxBOu0TKatCswx816N/VQfJxmo1f90AX6pyx7yLGQvjmxF0ArxAKoOViNOeK+Hpm9/DL4ws+l6Ehyk+LeYu47iLBL3vLSYxphYrGSPT2U++O0XJ+JF0zm+hZHQNubYeCt1pSuyR5HozaJaOGY3gux5/OfpmDn/2pkFCK8/X0D2fbL9LdkkHkZoyIjWlZDv6+PPRt3P4czfz1x8vGZ4JoPKjxZgnPx3B/v8fKXtPRUnY7us4TmfwWhWQCCh7SwLf5ww1XmBDCSl8CIwLMA39qEjC+kwkH7sHKAW+9UUX1t10bGjcUUP4sL6PHxvXHoKyeEM+bAttN/IZAPDuz4fvh1jV+yajrp1AoauP6DgFNBIxFUhZ8vAS0vNfZPoLdyJCESWw4guEoeH2pJRwT6wcvzeNnoyCplFo78GoGRWcfJV6nUscutO8u/9X2em1H9P+z8Us+l7xpzqAmX7x9e8AlYfvSlQTuD0pVaoHxCuTzLrgSPV3MsrsI69l57/cgm4q/ELDzuNVuL+jFyMZpayhmgHi+kJbD6HqUoREkRtJiZfKQT6PFo8w6u2P2PmZ7zD7mG8wMzs8c4gZRdSuS+j/yt30AzXnfgZt0sn4/Vn0gFK3anqzOr0WPEqqkmi5PDJqYSVj4PnEqkuDcSRedz+JkYpnXjMNZMElu3gN4TF1mOGA3Q9VCun1p2l/4Gkqj9uPuKUxo7mMzIdLi7gLyt7Thkfet2x8HdnOPgrZwuAp3iqJYZUoeeZcTz9evoI1rzs0Ha7gOWYigmbo5LpTCF3j4Ce+gdAEwfaP3uUtlI1vIFpbRrSuXOkaAG6ugBsP4/s+2eEJZA2LbQ/1b9y2Scpe27Z14IeoU/1jtm2DyjXfAEwMaGPzwFWO42zszPAxIQXHcQoB6O+vKGrdnzuOs9K27UmszfF/jC7YcRzPHkJ0wbbtk4G44zj3bWDcrRVz2GwftpG2G7WsX5wiHcCYr5xIya4TSOwwGi+TUwu1QJXcK7A6pUfMIpd7MaDqDSRnpfqK5Fo6iY1rUCpt64xrlCUQugJ9KaU6DWFZvHPsNxn17XNBE8y79hf4wzAHgMkThyftET9sFKESCy0RGQzpyu4uBcKprEQTHjv+6tKAXU09CEUQ2rXKYoOASIm6T6HKhKJAtgzI5/G6u9GrqvDzaYShs/N3j0K++jfG1iwajsM+AMs+KhINLwST/vI9IhNGIQyd1OyFtP7iaZrvvRI/rVQU9UQUozQB0kdm84iQtTaV4asvj1ESD6JBIgBBanyw/8VMfv4HhEePAOnh5136X5lDyd7Tqbvws7g9KYzKEpp/fCULzr6F7MLiytmmyuGhvK07cArx2jJiFYlBkKLb2omfzhGxG6me1IhZGmPEpIagTh9kNo8MW4h8DiMZZ82PHqfqtEMUiHFULSu+cDNl/7wbLBUJ0YQAzyc+ooLjnr0JoWsc/4gq2Gr79TN0PvnysMxla83/lKD6t1P2brdPtHWfsn/RX+Dw8WdhjJ+CPnbiIGsfSNB0JRuqG+RffJbCmy8Su/QGFGpLLXRoGrK/FxGJ4q9eofK6pUG43/MUdWuqDxHkiL2lC5G9XbgfvEPowKPoveoMKAyP9nr3B8VvIEq/dCaJE45CRCMUPlqE2dyEsEz8dBq/swejvg6/p481511F3YN3qzr1TBYRCavURiqNdD30ZHxw07AuVS+eHwi8CGQ2oEQ2DHJz5hGaMJbWy64n88q/i56HbhYXCSq/5RuEp++ASMZxV67BGFGDTKXRykrXzsf36fvdEyROOFqFri0Tvz+lavU9tdnzurrRy8vU/0EpX9s1N1B1641rxxl4BvsSP51CmBZ+Ok3bhVfiLir+xK8Zxf1EEuedRWjaFKxpO+CtacFracXacZqKaHR1oUVjiHCI9F//RnjGzngdnRgN9QjTwE+n0RKKrtnr6KDlc6dQ8+ivKMxfSHivWbiLFiOSyYDFsKA4HoTA7+uj996fkTjlRDq/8W0Kc4uv9AAY+erzRZU47DXygM2+mS+u/Ps2S9m7feHfbp9oS91yxvB9gTWdyIXfR0ST6iHtefgtS9FGjMGd9wb5J35E5OK7EJF48OBXJ36Zzykgk66rjQOAV1CkP4CwAsEYKfE7VqGV1+CvWIA2shl/5SLy/3wEf+XCot2XbV1FjwEQuex2MEy02kbIphVhkZT4na1o5VXIvm4FeKttACD39G8IHX6a6pzPgWEg0/1Iz0UrqVDlkEGIP/vwDwgf/yVFa+wWkIU8wgqTffD7GFN2I/fg7cMyB5kvjqY29Llz8ZY66E0TMHbaG5EoVRu4eBJ8L/i7BL91BSIaX/udkRI0gd/diZYsHZzf4MYnl0ZqBiARmg6ajt+2EtnThVY3Sm0QfQ/cAvnnHiX/198VfzOM4YkoYZjErrmb9H03ErvmbrXxRarNsRlCdnfgd7WhVY8EX+kZiEhc4WUAPBf3vVfRm6dAOKLui+/jd7ehlQWkTRLQNNL3XIu5454Y0/ZA9nbhLZtP7vH7IZcpagqJO4vjz99j5OYfNF5eWdwm479p25n7ttsn2tx5K4Z1vMz93yd60Q3qH01DqxsdXEjD79XxU/3o0cTgaR5AGCaykAfTRHoBgEs3FZtfPLl24RMCrWIEhXdfJ3PndSRue5D+b106bCf+9reG5+dcf76GXlVC7sMFGA0jVLmeEGjl1ao0K1lOyzd/QvUNl6DFo1gHnjjY10/nQCugxRODBXXS81nxuQtoeOI+QscFiz4gPQm6RfZ9B33Pk1hxxpX43cOT4+/t3Xp1PoCGPeL0/COHiMyjumQisemliGgi4OD3QFcFg6KkBr/gogefr9eXRo9H0EorgihAeJCpEemDofwaCJUDaJUjcfUEmKpcUEpB+8PPE2qcTHtqd3r/XnwEZHjMo2nfRZR+9V5A4ucKioTJ9RFS4rk6PW+touI4VV2dX92OlVSLvp/Lo5kGxo574fVncFd2Eho9Qv3GSqvxs3k0yxjcIEXO/yb4Pqm3HBacdB01Xz4efcznWXXTL4qawY53FtV9O6p/u223bcE+fG546vgH7bm57Pj5XqyaMvxMHgAtGqKvXaNt9TgST7xF7VmHqxx/wUXoOm5fVgH60BC6QOZdJBItnlwbyvUUCRBSsvT+V+l4rgSmXQhEh811vwgZ23WtJifxezIYtTUUWrrR41G8/oxCtZfFybf3kDjtBMUzL6UKz6Lq00U8hp8vICXklrUSHl2LMA3Kvn6l2jSYiq5XoboN/HyB9n9+CJ7P6oU+irqieMv7xSHCKntyZEMJ2v74GsnPHkBMCNy+FEY8gmaZ+AUVUVj0nd8y6rJj137OmoaXLaBHQqAppL6XyeH1ZQjVlat7pOvkO3qwypLB/xoiHEaYBu+d9G1SzgpmvnkPS257FM0eR8/T7xU1l25hbnXfidccT8VuNgAvn/Qdxk0ey9OTzmO3X1xGxW4TQYLv+kg3Tz7vkTx4Jm3/mkPptDFYtSrlJX2VFsv357CSEbRoiFDTiLXgz/4MRjSElFDoSWOVx/nrLhejmQZ7PfF1luZjdP75XabedAZL88UBFYut49+O6t+A2f+HdL22bX8euBRFGPQ+cKHjOB/7pGzbjqKIf852HGde8NpXgaNQdfw/Ap5EEREBTAfmA2ng18AfgYeACLAKBUhMBwDF84Prf9txnD+vd92ZKOZAF0VWc6Nt21pwvWkoCuFzHMdZsF6/j41r23blUD6s02fIcbfEh22h7fqf3fo2+YThOS0DWIefij5mEnqV2kxoRpDnB5ITKgnv4aLVdgxKzgrpgWag625wUFFhT2EaiHwOhLk2j6sNnn8Zfcn+1Jr/GDa/B2zpk8WfRqovP5XwqGq0aITUy7Nxu/sIN49AC1toIRPp+RglMdZ84x5C3/wiRkXpYC5fCEGhvROzugIEhBvXcu7nZs8lvvN43M5e9KSS/MX36XrkWUacdwQLDvoiycjwnPYBmo4pbuHXw+8z4oaTmHDNQWgNY9Xn2rUSYmNA01UVh5SMOroJnSzIKPi+Qv4PAEBdF3QNIx7BiIUHwX1IHytugZDqfyHQRAFv2SJ2uPcC0rddjJAujcdNofDCY1SdUtx9+ftDW7/wz/uuegQa8Qh7/+kG0ktbGXv+4SQnNa1tJAR+Lo8RNjFiYVY+/gqJ8SMxYmGEIRBCI7WildgoVR6KBC+fRw+rktns6k7izXWgaZglaiNcMWM84y85GhEwRlbtNZnu9xYXQcs0PLYd1b9h+7+i642gNhk7BIvww8CRqAV83b67APeiSsYGXtsXRdqzB+oIdmVQ379v8P4LwAXrbBJ+CDzkOM4vbNv+CnB+cL2LgV1QrIIv2bb9nOM46/5q7wWOBRYBT9m2vSMwGggH92Em8H3g6HV8qx1qXBR3/3/4gKL2HbBjNjDulviwLbTdqP3yD8N44v/Dn2g6cAWH/WQCmqbR19ZPuq2bmulj6e7VeO3VGI37jGSy66GZBoUC+JkUQgthCqUfLnST/lWdhMviqEwua3napcT3IV8+hsxZP6SQUjK8T519O/m+4nKXABXeMDyUbv4TO1ollExooGrmVPwgVy4lpFd1Em+sJtfRS/z8kyAWI9+XUVS8ntpfG1XlSKDrvcX0LV5D41EzEZpG2elHklrexoLfPM+Uyz+HHkgax4/ZDy0c4u3FBT7OQbX1tuzBYgr5gYfeY4rYhcSkUYTC/UTqKhSHg9DIt/XS9YZD7ZG7UqiZzPzvPMmkW76A70k0TcfNZDFiGp4r0Q0dtz+LEVchfj/47mCFya7uVIx31aVIPYSXqCe9ppvo1x5ACoOlf12E860PKTYq1KcXtwkCIJ1j1UtzmXDOwVTMmogWpLl812XNK3MZsd80/EIBoWmMu+JzdM5dRu1eU1Say5fEm2qQAnIdfWi6xqLHXmbCWQeDEETqKxGahu/7KoKka8y472LyfRnyPSlmPvZ1Mm3dvH7VzylowzCXIuzTgon7byz8/1d0vTlg1jqn3gE63vUtBHwWdXIfsENQEYLHUQxyV21ijnsCN68zn5uBhcDLwUKfs217ATA1YAPcE7gTCDmOsxDAtu2/AgcCdSjiIBzHeS3YmAzoAQyceD827gZ8WHfh33P9cW3bTm6uD9tC2018BgCcefzWq7Ctb5Ev34LWNHEwz5ioKSUWUuH+Enc1+9kLiRx/7mB+1rSAaEQhsUHlcAsu8RHlyHQ/SAMRULLJXAZhhhD4REoj+D/9LtGzv076tos5+dDhiVrkPurZdKNNmDljFrHP7IBWVQvSH6zjz/z6PvJ//gM89jfCFQmMtmWwfBFW8zjVMZsOEPomCEHpyDhl46cPRkfct14lMn4i075ygspj53IIyyKUiCJT/RxyYJrEFdeBYSL7eum7/duQ2frNkGYVfzYMx9ZgRKowRo6DbAYRVvfCSlpUz2wCKTHzXYw71kbmsmiGoRgMTXVt3dKhkMcIKelmmc2qBVNX1SDhERUK3yElwstjlUaxymLIbIbMj2+n/J/PsvueRU8DvbI4YqfQ0WegN09GHzUefBdv2UfQPBmkYq4cudcE0AS6ZSL7OjHeeZoRh54ERgD+C6IcQoK+6C30UeOZcOYBg9EwXZfIbD9CysHqF6QP/36WSEMz4p/3E1nicNh+xd+LYm17jn8D9n9I1+sDLcG1L0IlC58bou/LQZt1X65EEeIciTp5Pmnb9oR1fF7ftoSy92/A87Zt16PY6dZ9f8wQ/Tzbtg3HcW4P/Dx1qHE34MOGfASlRpjcXB+2hbbBfdgoPPtLj219GHN9G+U8wLW/v4kPXnyXHQ+aAbqBl6hEA+Z1hPj7R/V82YjQ09JFeV0F0rDIZ/JITEJAb1cfJZWlAEgrgkCjq6WTsppyRChCLpOjv6uP8roKtC99HxkL86h+EC888rGv6VbZ4bn6TTfaiAlD57AfXsIf9/8GU689iVGfnYXMpDETUbTDT8LY8ygAehetwctHiTfXqRPqyAqkGVK5bUOgCZ3Hd/sqR717D2aQx5XjpkEyNqhM5+Z9hfHTNJ45/JuMPf08PvrZGyx59CUmX/E5ChNPYf59z2z1XN4PDcMD+q2/UDNhDod+TaOsoZrWBXOZeODOEArj+gJLCBYvS1M/dSqt81YRry6hpK4CrBC5/gyaoWOETDzXw9ANRCyO9H3y6Rwt81fQuNM4ME1yfWlSXSnKG2PMfeZNFrz0Pm8+OAcYUfwcgFixGg7PPA08zYHfOJWJn5nJT4//EYd992zsQ2fw95t/y+SjZ1I7ZTRewSPvW3yUa2JCzsMyLbK9GQzLwBhQYqydTEllJflsHiumoiA9rX3EKktYPWcxsYokFWNHkEvleccxqPAKvP3BCBa/2Fn8jQC+WmT/7Sf+jZj9f0TXG+SJb0Wp8x3rOI60bfvbqNMvwAEbIObpAOY5jpMHHNu2syhR8A0xogzQyw6oR3Sz9dS70fVe19Zb7DZF2buuD0P5ODjulviwLbTd1KIPcEZmmEqVhGD3H1+NFTLZ8YBdVJ5WE5ghC+n5lC1u4byvnYlu6pRVlymgmiYIRRXAzc+7JOLRQcCSFoi0lFaXkVvdSaiunFAkhBUywfVZfO0vaL7mBI496WAmvbaA1NxlRU/hI7O4U275hJF0L22lrT9DybTRaKaOFjC0hatLidSUApBq6yZWW44esjBGqIe3ZhoK9OZ6SCk5/I07MONhvFwBPWSST+ewyhO4mTxGxMIMIgkAq1Z1sPzGB1WkxdAw6itof6ODbn3r53N4bqhg35ZbImzSNHUMmmVS0RSwC/kSU9fBlzSOHYkVj1AzugYjMRCSl4QSEWQAAHRXtmM01apUkKYh+jNq0ZcSJIQSUUJx1dfeYzJjxo9k3yN2Y8Gl95BbXjwpU21l39Z3FoLK6y7CssdgjKgBTXLpOz8axHXs84X9MaoVMyF9/ZhuganH7jUYNQvHA15/VwFhSxur8ftSWMF8ZS5PaYPCgtRPG40WVt+3UCLCzHMOwevpp+z1KH3vDg85VbHmfUr0+f4b4L7/S7ren6BC/scMgPocx7luM/q9BFxi2/btqJBzjP8UjFnfBih7f8Fautw3gJts2w6j0gkTWYf213GcXtu287ZtN6Ny24cAN6KwBp8BHgly2++vd60NjTuUD+v7+B/jbokP20Lbjdz/QXMpPuc39isnUHXoDEK15eTbekgtaaFsV1txqgeo66rDd+PDa37GtJ9eqihH/WDnLyW5th6ssnhAPqJebn/5AypmTUboglBtuWIBdD3WPPkqmUVr0EvjSB86X5lLdNJoeuYWX5a4M8VJl8bjEOvt5YDDJlM6sgIRbGIA0u8tQItYROxR1ExvptDSidfVi1ldpjY+uYIC/2XzaLEw3qKV+FElTwtgFgoIuQ7GcR0747U7eHfHMxG6zqRn70QLmeTveLCo+SyTxeXFJwVo9tKpo3H7Mvxlwnns//wtlExsRLoe0vfRNYGejFHoyzD3lt8x/btnDfaXvk96dSdayFT3SAjF4CgFqVWdGBVJRV8sQCCQnkdmTScg8NGYc9efaVnWg/rJF2dOZ2TTjTZgow7bBY8kLx1+M4c9dh3lkxrpen8p4fI48YYqRHkZmc4+rEQUvbyU167/DbvdcEqgxwBSCHLtPeRTWZKjAu2GkAI6erkC3c4qKqY2ASgCJNdj8R9fpflze+ALjTm/+SdjTj2RZx+eQ74nvUE/N9fGbLrJRu2/zdwXrIu/AapR0dAznPUUSm3bvh44ApVGvzRgaa0GfopizNWB0wfSqUPZf+PE/39C12sr/fmzUQvg80Eo/weO4zy+qb4BSn5v1CKroaoONoYO+jaKLvdclJjPyY7jpALQ34vBGNc6jpO1bXt/YE/Hcb4JXAA8iPpgnnUc53Vb0QQfZNv2K6jH7BeC+VyOkuN9cgPjfsyHoN+vUOmVx4cad0t82EbabtRm7Llmc5pt1MINKayqEPh5rLIYVnlz8I5E9vUgysrhnX8xOvGu8kwI5JrliBENIASm4QZoliBXb1pU7NSEED6gK1GfSBRh6tQetiMiFMJbsQy9roT6IyaRcn5P/TDMI7+xrepGLHb22Vg77IAxZgyFDz8kesZeyGWLyPf3E5o5E3Sd8IgSZHc3AMLN0/+t6yi9JQjSuS5a2ALPQ+QzyJBBfFqzYi0sFMDQ8V55HkafoiohAL+tDZFIqDK2Qpppz95M7vXX6T3vNKydd2bCT75E16WXbvW9GDe6SP329+6B98D//BcJ7X0YR799C1pdo3ov1Y3IZyHSAMs+QNcNpn7lqLUlfVIiNI1oTVLdk4CTX+iKtrm0uQJh6shUChELyhdzacIRH2GFkekcu11/GKmyVyFTPN2u37/1ZEaRY47C/egFjpm1gpjRhRm3qRhfiwipDYlWyBCOCGSqG8KVzLzueLW7y+eCKgaDcEWScHlCqTRKiW6agEQPmVRMVOkMv2UlWlUdQtdoPnZPRQrU38uUI2xEAo6YsUrhZv6P7X+A6v8i6oB0g23bJ6Ge5ZcMvBmsc/sAuwENKHD7DFSk+0HHcR6xbXs/FPZtgwv/dua+7faJtraD9hmWL3D88qvQKquwdtlVvSAleB5dXz6fsnt/htfWiuzuwhg7HgBv+TL0erXwy/4+lb/N5RRbXSyOzOcQoTDS8yCXUw9KXcfv6kRLJJFSyZT43V10nnLCcEwBs7zI6Ieuk7j7t2jxhJpTshS/dTVaXT3ksngtq9Abx0Ahj7diCfqosQDknn+a0IFHAhKZzyM0DZnLIgsFtNK1qoP+6uXkX36e8HFnqPvrumCa9F19LqHPnIC16154K5eCpiPdAqnrNkuuYUjzs8MTko1++Sr00eMwxowLwtcSb/FCUj+/m+S37sSdMxuRLEFvaFLX7e1BC4eVfLPvKXY7t4B0XQUODELg0nWDUr6A0fC5pwjtuR/kc2R+90tyzzy5Yae20Frmbn3te91Nl9D715dJ/evfjHr0+0SmTsDPZBGaQIRD5BYup7B0FZHpE9FLYoBQYD5f0TdrsYhaKn21GQIorGlDL0mgRdXJ309lkAUXLRFF5gsUVrcRGl0/SIvc8+Q/WH318DA6Tvzo6aLyYROrd93s582HrW9s8bVs234MuDUAOJcArziOM3md9y8Goo7jfCf4/x0UWP4VlIbM4cAS4BLHcTa4a9xO4LPdPtFm1Q8PuM+oLUeUluK3rkKrHqEeSO2riRy0BwB6WRm9155J8p4nwLTQa2sHw+Du/HcxJu2ECEcRAVI5fcfXCB11GsakHSESGXyIFd78J+bEaWgjRgESEbKGbQ4d/y5y4Td04p5KY/jCRPMlJNTC7Xb30/vEPym/aDTSk7h9nmL00zT0HQa05cFPZdFiEUQkhogpf3LOQsyRtWh1DRh7K4U/fAkB8Y95+pWYzaOQUsNNSYQp8LozdM7d+vtSscvwLPx6ZTlCB2/ZAvT6MaDraLUjiF+hMoj66GZSt15J/PofKc6HTD8kS9T3p6sDrBBaomSQ3AfPBd9HmFbA3y9ACMIHHaHej8aInnEB0fMvo/+6c/BXF4/9WN6b3Oq+kU6XHq2clt4kDfESEJBatAY/71Ky01j02kp8I0Qh5yIzefSIhZCKrVERVmoIKfGlxE9nFathWYnicQg2QVo0jAzSal1vzCc5ZTTSlwgN0ktbyVkJ8vscRMufXi/6Xkwssv+WnPht2z4POG+dl+5zHOe+dd4/G7hsvW4tbBq0vW5sb6BNE9DlOM6Btm1/A7gGVfI9pG1f+LfbJ9reebpsWMaZcpJFyLCI1lbipXPo0RCiagRir8+qnG5Bstw/gElCVyd1T6BZ6mTT02JRPtkE11N8/cAHT7hM+kw5cUAWPDA0Beyavi9aVSkgkL6PmxN8+MEEsktbip5DnuKAjvFJjSTfX45f8AjXlROfFMdzJRpqAYyddIx6QEuY98NnmHrveISGEqFBUfCu/tO/qT9tfzVgsAl684y72OWxrxOOxzCqFJtb79wluN0ZyvechNU8GhG26HrD4d9H30jlgTtSd+yeLGgt34Cnm7Y1zwxPieSEz1tEyksI11fjZXLoMR0MC7cvh+l6SC1Eq7sLcRHUtUfKFOrEl2S7CkTH1QTFyorwp+vF94lPGo1ZbQ1S+UrXJbe8jVB9JdL16fjrW5TuMYWFr5WS/rD4Es0xFVuv4RD68G0mXHEK48/dj3AAbmw/V23USn7zfTQkWqoXq2okIhqUfr7xLuGdJqtwv4wq1T1TBz2M19OLnlwHw+t5gFC3wnUpnzVJbQoAXI9weZxC5yrqRgpiRcxjuGxLcvzz1SJ/34bedxznZ8DP1n0tOPEP3KDNAW0PtOlgLWfNn4CbNubb9oV/u32irTRcPNtb7ZWnULLjGPSyhFKKW7oavbFWScpWl+F29uB19TP2upMRhq4Q/QOIc01QceDOoGsIAV5PH3pZkhn/+r5SrvN9hKkPnm6siiQgcDu6yS9rwRxRSUKkCA/DPGSRlL2xCp3SnZrRQtZgXtqIh5EFD2FoGImogjhYJpNuPgNh6AqpbgTMfbqg7piZa2VpAyTf7n+/BT0WUWHcli6shmri4+optHSA75OZv5TYtHGU7jiGGT+/iMj4RhadewtVoa2v4zf04k/8NVecSmL6GIwqVcWhBWI3wjSwKktwO3rx+vppuu50Ff2REiMeRHcERJtHKtCjpWiK8X1Kdp1IYU0HfjKKZpkK3GcYhMfUgYT84qVUHbMX+D4jT9qTNbd8VPQ8FnQUsTn+3Vwm7bSQxKRR6KkMZjJG7e/vXUtnHYsSmthMvjuFoRXQwiayuha/4GNUlA3eC3yJm8qiJxIK2JcNmPsGqK9NAy2yVl9B+qpSRk/GyJWPZPbPfo8sFL/JH1tk//8BZe8AaPsNNgzavtW27dtQgGjNcZx2W8mzH47ip9kb+GBjF/lvlfMVRdtr23Zj0N9AfW3OcxzHWe8aG6SstW27CnWDpgZ8Aev7NxQFbjmKlncAif840IkCDIaBScDbwXunADuhQiku8PPA761FZI4d6t6s02fIcW3b/sz6Pqx3rSHH3RIftoW2639+61pntjgxFoDOb/+BsWYMLWwx4tQDWHjHE0y684uAClnqiRjppW0svfMxdvjl1UpRzPXRA9Ex6flopq5Y7kIBkMsKhGiyBaSmoVmGihx4PlpIR4tFcNGIVJRQaGqmc0nxIK6ovnUgrvqrP09y14nEpjbj9aX59+QzmfL0d4lNbSa3qp01P3uKphvPQg9ZuH1pVtz2WxqvVWp8bk8/fW/MpezAGaAJtLg69WUXr0YviWFWlqBHA9a6godZUw5SooUtzJoKsstaiU4eA1Li9qSI7zaFj750B73z10AREYz2XPHfizXfeozJ1bWUzLCJjqrm5f2uYo9X7lRz8XykYZDtyaGVFdBCFtmWLqzyOJquSkCl66FZBl4mryh+dQ0tqqNXlrHmiVcYcdK+aysiLBM3naX93wupGVmNzLt89JuXSaWL13JIasVFP0RXD1ohrwh68i5+ew9mUNopCy65le2EGqrwejNqvt296KOq8VIqtI9Qn70eNhXYU9MHqz0G9BtkXtEb4/kIy6DQ1o1VXYbXnyb7/gISXpZhKOAp2v4H4L4fo0DbLwF51oK2bwV+HzwnXwReJQCiB/2uAO63bfuLqFTByRu7yH8F3Gfb9heAaY7jXGr/J23v7evQ9v4VFaK42HGcz9oBbS8KoXgn8LjjOE/Ytn0IcL7jOJ9b7xo/BN5eh7I25zjOHUH77wDNQPX6C7+tKHCfYx0K3ODvvYCjHce5aIj5NAG/dRxnZvC/iapOmAGkUJuMI1EbguQ6iMzdHcdZH5F5G3AAASLTcZwZtm0/uf69WbcaIUD4/8e4wJVD+eA4Tss6/T42LrB0c33YFtpuqirjlbpji/4CN1zzef5fe+cdXkdx9eF3d+/efq9kdclF7mNs02xjqunNoTtAQmimJWBKqE4CmA6hhS8JNcRASGiG0EwP1XRMB7exce9NXbpl7+5+f8xKKEI2xlcQgfd9njxBq53RzPrePTNnzvmd4rGjCferwm5Jg64RSERxrRy5+mbM4iR2KsOHw05ip/kPqcA8L6VP0zUcS0Wq2w3NGLGwinDHi/Bu3YRrmto5GyqFK1fXRHrJaiIDe7HsT4+y4q78g7nqnPxiBba6+gR6/2ovGmYuJjG8mkA0jJ3KYoRNHMsmu64BMxmlZvocnIxF+dgd2qLYXVBHJOFg2wu8VZvebskoZbdwsG13Z9U3k1lbR3xAlXr5BwxwXRbd8xKzL70/72fRFTZi0O+PpnLcrkR6lWJnLDRD9wx5hqX/epWeR++BFjSwm9KESryjWF0d4djNaaVKF2ktZKTm51ieZG/r58KFprnLCFcWEUhE2tz/iye/yJxJ+T8HgLSW39NoLdSTHNqHQCKCk1ZeDC1gkFpZy5eX/IPRk8+lfs5SCrbqjWPZ2KksZjKKY9u4lo0eNtWuvylFIB4m15jGLIyB69KydB3h8kLsTBY9GFSft2yORrmMgq37Mv9vLzDjige65FkcvuqhvNxi/Yq33eT3zcL1n+cvH/k98X25+vOV7b2ArwMcNiS9uyHJWgclAfvxBsY2ms4lcEcCI4UQ01DCPedIKVduoI+tUKl2tQDe6mx3b0ytYkUvAJO839/oPY+dUOlrLrBECBHwvBOdPZsnhRD/QS0oOut3Q2NoLSzEBvqV32EM3eHejRr+4YfmmeKjacTGbYteWqzEY5JR3ExKvawdC61mMZRsg264jP7gZrV7WTQXo/8QtFwGgsG2QiTZ1x8hcMAvIPJ17rW9fCFkM+gVvdGiXupWLovz8ctEh2yHHg5QtX8VRSvyT1Va9FIwr/YFyQDpmfMpGNYf3fNc5FavQyvtgR6LQKqZhnc/JbHdYAJFnqGzHaVm1mrkPM9urrZBFagpKkA3jTbD11rJz0xGMeORtip9oNy7fX61J2U79Cc9ayHLL759s+dSn84v/736d7+k/Jg9MUsKlNcnEiS1dA2h0kKMcJDi0YMxguooJ1iUBF1jzRNvUzZuNzRQRxu2WujNv+Qe+l85Hi1gKM+P7ZBrThGIRdAMnVj/ClzHxU5lyCxdi1EQpc/4fVl27T9xM/nHKuy8X55n45/cBp9AKhgkefezGKFAW0nqYONyhpbNAM0lnshBNo0eMNFjQa9QURZn6Vdog4aDoWEmwkrFN1UDnuEPmyn0UAk0rEePFKn00IBOwVY9cbMZKta/TOl++cfAdAW+ZO9G6ALZ3tb2ArUzPLyTP9OpZK2U8mWv7YaG16m0LjAH+FhK+YoQ4ljgVuDI79jHhsY00RvT/nQekal1fDZeu/29dpssEdxhnJ31u6Go0O5670b5y4sl33bLRhkydhR7WTHSs1dQ2LuUaHESLRQBNBprU2g9qokDjm7SlA2RmbuMor4qzz/n6pDJ0bS+noLKEoJHnIpmGNhWDsMMULt4DeHCMlK1TZiNFomIS6qumWA8jLHHodg5B9cGe+gu3D6tJ7lUfuf80938AsFOaWyhrKaexJfz6T+sP9FElBoNSswAOqD1LOOLGfMpWltH8/zl7HTATtiAEQjg4pJuSaOhEY6FSQdNzJBJAGiob6aguADbtlVxHiBn2axeuprKvpUsnLWAvkP64jgO/3n8NWa8/yVvP/t2XnMpzdPTP0IuZHzIxEllCMcjSmGvqgRd16lfX0d4cC9sXQPdwM5ZmEaQ0G4q6yqXs78O3LNy9L1yvPKCeDTWNBAvSralt2lmAM11+eDZ6Wy/7yjMUBBN11h4wt68/q+X8psIsOPrlXn3AVA8vJpxAJre5rDIFPXmldm9OczVyMZKCekmbk6l7ulAptkil+xJ1HHRDV1F+hs6z5//IAc//HvQdfQKpY/QYgdZ9/oMqvfdHgDNCOC6Dg/euRalq5Y/v8mz/U8l/f17C+4Tecr2eiIEdwDHSyml6CDby7dL1rYfy2RUXMdaVPBDZ1GRH6DK7uKN+6qNTO/bZHT/a46b0M7p5NqG2m2qRDAb6Pe7jKE73LtReufy86btOG4PcmvqeeXIa9n1ltMYeNQY5XvSIRgKqspzjkvTsvVES5PMvHUqu3gKba5lo+kaiZLCtvPc1Jo6NF3HKEmy8LE3GXHRUUQ8jXo00GyHbF0z4eIENTMWMf/Rt9j6rEPZ99h9mXnX83nN5WAjv6j+go/mUFCYYMnpN2FOvxcSUSqrq3BzOVwrR8C22WX01tjNKUIjVG0sQ1dpinZjM5HChKdO5xJPfp07XuC5wY2AkrkFl4ChUVlehG7o9B/az/OwuOw1civ6//NF9s8zQ2FtKr9X23ZH7E129lI+Gnc1e8y4i2BxEt3QcS2bWDCoiu24Lmte/IiKQ3cGTSNZotL2mmctITG02gvqUyp+X55+K8NvnYAeDJAsKSDXlEZPRNqqGjppix0P3hVwWfnvt6k8cgxHn3UU5Xe/uvGBbgIGXZPhUCF6oWka9dMl8a37YURDhMJBDn3kYjRNo2HaF5QfsStzL/0HAy4+BkyDUGGckKYqVFp1TSqgMRpij4t/CSgvz9oXplOyzwhixQWEdhTgOLTMX0nN2zOpOGIXtkqGsdbnITvchfg7/o0g8pTt9Yz+X4ADpZSL4ZuyvUKIA9m4ZG0bUspT27WroHMJ3PtRKkiPos6eN3RUAOpsfZAXv9CEcrHfjCr0szkRmd94Np2069jvhsbQns76/eo7jKE73LtRRpj57XLL+hTR8PpHjAg20HNoT2+npmqGhwpjbRHqZlMjZp9Sdrrci5lxXcxY+GsNWkdFbUdKC3DS6kW79TF7YK1ajxYOEihU65xwcYLs0tVYKzKsOf4SkmaA6OXH0iuQIZTnXOryDHRsnPoJpWcezTazp6CHTezGFggYGJGQCr6ywawsxgRSC1cS6VuBi4amawQKE7iOi9XQjFkQVztC79k0fT6f2LC+KrAxaLZpGiyd/Dw9TzpQRcMXxsmsrWHVk++ydsYqIL9ji7JwfvKuiepi7KYWxky7HjOpAuwyXy0jNKCnOotHSTBXHLKTEmmy1c7daUlTsO0AaDUQ3g5x6PUnoXnXnFQG3dTJ1TcRSMa8Z5vDbrHRAybBXAo3Z0Emnfc8AJoz+T3LPr/7JUUH7kB0cG8A1j02jVX3PI+4+3wVvOe6uLZN4WjlZe190n7YDc1oQUNVLPQwwia52maMaIjE8GoArJoGyg7asS31MxBXxx/R/pXEBlZR85+PMGrqKB+3G5WnjOXLgy/Jay75Yju+Vv/GyEu2FxXcF0RFNwJIKWVHL02nkrXfhpRylehcAvf3wL1CiAmoYLlTN9KH5QXcveT1ca+UcrkQIp+IzL93eDa0O+P/Rr8bGcNQ1IJrQmf9SintTR1Dd7h3Q/8GrdhOfoFLLhqO7RLff2elJIYKvAsUJbFqGjCiKlgvWFWq3Hyee9ZuaFYBa7Eo6BqOZamIZDOAHlEvWqOkUGUApDNK3KYlhd3YQm59A5mlq+l7/5XoQWVg69/4LO+5DBq4Lq/2AHz6Dm7FAWD2wIhHcJtbIBdQ6Yu5DBAlO2MmZjyugvdch9orrqbH5Zei6TrBHglcy8JpaERLJtBMk9igSnXGb+dYffQxlD/6EGgavcfvg14Qo+7aG8hMe5Piu+8g/sULXTKP1UsT337TxtCg+f2ZaGGT1Xf8m+o/n8+8Yycx/P37vBtUUGPNU29QsPco9Hj0a5EeTe1kNRdyjS0EElGyy73sBQBdSdnqnj3Orl5PsLIEu7GZNZOnqrgH06T2qTfym4NHJs/qfLauE+5b4UXph+l39XhyjSrV0qptJL1sHYnh/Vj38if0HL8/4eoKmmYvwUjG2mIB0DRcB766/mGG/uVMWuavJDqwimBJAU42p/L8oa2MsxYwaPxiAQW7b0PFb39Oj92GK93/fCsN5skPENX/g+BL9vr8qFl/UH6SvYnLroNIFDfVglFcitGnL9bsGZjbbAeWkpTFtnEtC02D3LIlBAYMhmwWgqba2Lkuzvp16MUlpF+YSnDMXujJAuovPIvEhZegxWJo8XaGyMqSemIKWiiE0acvWrKAhgsmQJ67iYZl+e3sWqn42w2ggdmvGj0ZRwsFwcphLV2B2b8PbibL4t2OoM8bj6HHolhLVmD2qfK8HjZOOoMWDqkcfzOAvWY9WiyipF41HaO4EDeTVf0C6Y+/BFxCQwez6sxLyHyySfWZNkpzY37BfX3+Pgk9FiG7eCWZuUuo+P1JZNfWEKwsxa5rxCiI41o5rLW1ytthO8rQtRZv0tTO3q5vwqwsUbvidBYtEiK3tpZAaQ9qH3tZHRHsuyNGQRxcSM9bjFPXRLBvFZmFy1l768M0v5/f8+izV36xI+ETziUwcgxawIRgELepAUIRtGCI9D//jD1vBrGrJytVQt3AzaTRQmoR7aaalZBPNIEWDKp7jABYWSXvHI15GgiA45Cb+yWBIduqaP8/TSR8ykTI5UjdfgXhE8+n5bpz8ppL8p6X8zobLC8Yssnvm9X1c7a4qH4fnx+ElbPz29k13/8m5RcejzmoBKc5Tctnc9FiBZhoZBauINivp1ISc1xyNQ2s/NPj9P7rRDBbk/gdnFQGqz5DqEQjuM/YttKi8ctvILNkFZFyFbWNbWPXN6HHI4QP/wV2c5rsohWsnvQPWmZuvp56K8VV+WsBABiFcbJffEFu9gzixx8LQOqdd8l+/AkFF5yLa2UJh1PkFi8hOHQIZq8KZdgyaRWQ1dyMHvfmY9tooQB6KKiei66D4+BaFpkPPiC8y86Ehg1SnpF169BXzCWc2PyiMq2Y4Y3V2Pp2rFdeIHn6yYQHVKEfMgY3m8EsVFkZa399FuX//BtaOIxZWuhV2dNwvZoMrpVDC6hMBiMZ+XpB54m/BEoKcZpbSO41AjeVxvCOgewVKwn1q2LF7mOpePIhDNLEkinM0vzc/XNf2nzJXoB4zduUnVSAtaaW4iP3wsm46AGVguWOOhx9h8MBaPpkHm7OIb7DkDbXPcEIjmOoAFDbwbUcdAMcy0WPxpQnLJ1VWSSGgTFwuCd2pcHYCWixQuafcTOp2Rr9D9eZ+1J+35NRebX2z/h9fLoFwVB+RiL9xpukdt8G87B90MJB9LBJaLCKMl520kSKTj6SHqccpRT7UinC/Upxaa3XonZxuTXrCPZVVcb0oInTkkKPRlSQX6j1TNtWfaQzaMkYWiiINWMumgsVFxxL3b+eoumVd/OaS0td1+z4C2qb0Xv3x+xZQcv0z4nutD2RPXcnsufuKggvGIRRe6t6BY7jBUNqaKapnk0iQW7FahwrR7C6J1okqnL1Q0HcrIUWNNHjMUKjdsB1XZYcdAr2mvZJHvnPo7BfZxnA34GZb2DP2h5zh13QQkHsVSsxqnoBkNh9a3JzZmJuNxItGKTplmuJ/eZctJgySpqhFjfZ6e8Q3HFXFevgoiRts1kIBNBjUYh5Nem9Qk5km9GClVS9/gxaJIr18TsYyz8lUpbfVAobN08BseicE4mMGEZQ9Cf9xRyMbIDsvIVEthvS5sJf9euJJI4cS2Srk4huVU1u2UrlHfMWv24mg7OuFqO3qrynGUFwHKXwl8nipNIYPQraPGdtW2TXIRAzcZpa6HXGwaqmxYBeDLzuRNZdf1d+DyQPfioect/V7/Oj5m+9juuSD/AB951PMBbmmaOvY9TEIxlx9mHkWjK4XhCfk7N57ew72e7MQ+gxuArDU+ZLra0nVBDDcVyalq8lXdNE4cAqwj3ipNc3ggbhogTZxhQaoIeUOEnd/BU8efDlXTH0NmrzC4RvY+9Jx1K1/UBKBlaRaUqRrCrGakmTy+SI9IhTt2Qt6fomKrbuRy5jqRoEGirSHRfbsln83ix6jRxE0FPycx2XbFOKQCSEHtBxbSVupBs6qdomahas5Ispb/DFo292yRy66iR4r0nHUjqkN71GDSabShMpTOBYNqm6JmKlBdQtWYOdzVHUr4JMcwozEkI3VF0Gx0vrs7MW8oUPGT5uN6VQmM0RCJqs+2o5ParL0XQN3TBYNWsxgYDBzCfeJpSM8dZNj3bJHJJ5xqPpAYNfvHYDS9+awarpkm1//TM+uPFRDvrXRNZ8Np9ANETR4F44OZvGJWuJ9yrBaskQLogBLm9MnMyeN5zqiRsp0Ss7m1PPIp1F0zTMhAoSTK9vJFycZPUn83h63NVtY0j0KmHf28/iycOuyGsupy99IC/3e4/4wE1+39Q2fbVlufpF95fsPQ/4pffj81LKK4UQGrAMaBXHfg94DWgNI90FVfoQVBCaico8yKHEaK4UQuioFMRtgQxwqpTyqw5/uzO54A3OxWvTab9CiJ06jmFTntF3GUN3uLfjv197rC76as3+91vsef3JnDz3HgJecJ7r0mbgXcdl+/MOp6C6TO3oADubI1ycVC9u18WMRYiW9SDoRX2HCmNYqQyu7agMANdV6m8BHTMR5eDHL+XTO59l0aufdckcRqezXdJP5L1ZlB+9B0YkSCjuye3Wt0DWwk1EKexTCm6JOs9OZzEKYjhWTp3tmwGMYIB+uw77ukNXBW2FklHl2rVtdF3HTmchGmLdY2+y8IYp7PbE5RR/NJfmWflXpCuL5R8ND1CV0Ank0ugaRJLK1a/pGtFC5aZOFMRwWlJoukY44QX4eUp5uidahO0wcBvlRULT0B0HNCgZ1FNd8xQeK4ZVs+TMP7LTOccw//Dz+NlmSjB35JNcYX4dZG0+vvJBRl1+HAMP3pHPb36c4l4luI5D2XYD2m5zHRcnk8UwDdxQwFNk1NnzxtNAg5aVNdTMXEyvfbfHCCrTowcMHCvnfUZ0wkUJFeCXsYi2W7CEHbWYi/6Pg+p/Kq7+LVGytz8qZW9HVN7428AZqBz+/5NSHrKBOa2SUla0+/kz4OfAAuA51AKhH3ColHK8Z5T/IKU8rF2bDckF39TZXNq1G9dZv52NQUr56caeEfDwpo6hO9zb/jl0xjMVx+T9AS7fbwSDLxhHfFBPjEhQ7Uo0Ddd1WTD5BfqfOlYFa6Ut9JDJmlc+pfyAkdgtGWXIQyrI75MJt1K617b0Pnp31bHjMu/WqQw86xCV365rSq7VcXm+/3iCxQn2fP1GGuUyAD49+w5aFq/Z7HnkK80KMOx3R9HzwFEkBlWRa0xhtaSJVhaRa05j1bcQqeyBnbZo+GoZPYb3J9vQTLAght2SwXWcNl3+Wbc8wZAzD1H67LaLFlCG3s05StZX11TEezzCkwNPwclYbH3pMdTPWcqSf+cn3gNQ6nTNImjAlScSLC8kOXIws37zZ0Y8f60K5vQi0VMra9Bd0EwD13EIVRaDC7n6ZvSwSa45TSAeQQ+ZnsaBKmrk2o5aOBk6dipDIK6kcFfc/x+aZy9m1SNvdMn4AV6OdE3ZZ03TOOOZayiuLseMhtCAxjX1BMIm0cI4X0x9l+J+FVQN60cuk0UzdOqWr6O4uhxN10nVN7Ps8/kMHLO1cul7hatavQCZphTBaJhVsxdT1LeCq4ef0iXjbs+1i/KT7E3G+m/y+6ahecGWteOne0v2LkXpA9jQ5p1Ie+PrKYR4HSUKdF5HL0MrnpJeSEo53/v5Je9vVgIvAkgp3xdCjPJ+fz4qdx06lwvudC5CiH+iVA9369jvRsbQZvg30O/87zCG7nDvRg1/Jk9jpwUMhl51PK+OnUSsTxl7PnUZqdW1xKvL0TTof9pYNE2nfs4SFk15k20vO5bkNqqojBENkVlb71Xccxl2zYmEeiSUUQgoBb9+px0IeC5+T9O/dsYidn3uasJlhbSsruOzKx/CCAcJDepF7ZLNT2VbYeb/nllxy78ZEwtRsHgVfffclkBSeS80M4CFSxioX7aW58/7G0dPvZKgl+Ouh4PqrNp1cV2XoecfgabrKqhR17BSWcywyZIPZ9J7l6Eq999ru+d/riGXzmJGw3z45FvUdME86pz8ovoBRl10JLG9tqNwQCU1chmFEw5Vv9A05cK3bAIFcZZN+4Lee2+L0Vp4xnEIFMZoXlVLtKSAugUrKRxY6dVpUG5uPWCwbNrnVO6ylaro50K2OUVy/5G8fPPj2Gb+42/liZa5XdKPpmkM//hThqQH0au6J8UlPVi0fAUDBvcDoHr34YRCQWzHZt36Oiqqylheux49EaaopAfBeJhov1KyWQsNMINBNA2am5sJBoOE4hFc16VH/woMM0Ds2JH86+9TumTsrWy0Vu0m8F3K8nZntjjJXimlBazzXPs3AZ9KKed6u/E/Sikf81QCH0B5HzojiVKfa6URpUfQUUbXFkIEpJS3eGM6ju8m9XuC1+4b/W5kDB3HualSv9313o1S7uaXqhQdWE124UqK6moZfNWxGOEgkdICUgtWEOlfSXrFOq7/++3M+OBjjEyOm5aOIbmglmAijBEL8+SLz/LYk48TCAQYf9DPGXviL7j+phuYPXs2aBprli6noLiIKY8+itOcQktE6bF1X94fdgrbvfhHkgMqGH39eJq+mM/8SfflNZ9hoa5xb1cW6Gi5lraKqqDi00LNTWhaMYl4kFFLZmCk0rihIJqhRHysJWswe5WhOS6abng6/AZu1sLIWYBJnzHD29T9Vt9wDxUTT6ZHrxLS8xYRLClh1OIv1eFgnlhWFwQ8/N89LPvzvSQ/foDirXpTvFXvtnLD9rpazMoScstW0Xv0IBVT4LYK9KQx4lFCIQNNh2RpAk3T29LWdNQOt/c+27Up96UXLCXcvxcB12ZUbl2XvpnfGJh/hT+A0JgxhMqjNFx4NgV33w0lPdhm+63atC2SAZ2ac39L8W23UVHWA03X2HabIWpB6DjomQyViQi6oavgQA2Vqnf8cZgTJ8Iuu6DZNuFQkKbJkznlnWc4ZWjXjL2r+Knk8W9xkr1SyqM81b57UcZlgnfbRyjPBFLKt4UQVUKI9trx7dmQ5Gy0w3VdSpnbhHbfNpeO7fSN9NVZu/b9fpcxdId7N8r6PCPA3USSQM9StnriKgqG98W1bVKr64j3r8J1XRqyGeKxOA899BCfTv+YG264gWtPPR8taGLlcsi5c7n3ltvRi+IsWDAfx7a5+A8XYzWlcEMGky69jCuuukLt9nSDzNp6wmWFiAcvIdy7DKu+hTl3PU+suozis37OnBu/VbNog7xodU1U/9gGm8Z5SxkQL0APGAzYZRhaIEBokFJbm/HeHN6sHobokQRXw0plMMNBgtWVuEDd6vVkGloo6lNG0NCxLJvbD7uMCVOvJRQPq8WA42IdsAcrZi0mUdaDO39zG6c9dhkPWIVdMoew21VeVo3+jks4Z6sdvQaZxhQP//ZOxj92GdlYDMMIoKUtwoXq+a9ZuIrKrftDJIzjuKRtl1BWlbXVNI3aFTUU9S1v7R5clwYLwmh8+fKnPOfml37XkcZF8S7p5+DjdqKIIiLX30FJP7XHWPL5fAIhk6qhfbHNEOlzfk9LU4aI581xNA3b1WhZU0eyrBAtEsFxXHQ0apasoahPGckHHiYUU54lAgFsK8ei6u15qvkzGtfWdcnYW7nx22/ZKP6OfyOI7i3ZqwFPA69JKW9od9vlqMIxNwohtgWWbsDoI6VsEEJkhRADUOfrBwBXouRnDwEe9c7iOypvTKdzueBWSd4NzeWdjv1uZAwd23Xs97uMoTvcu1Eq9M1L22qtQR/dqpr0kjWEo0GsleswBlTRNO1TnNW9Se48nBdefpHxJ56IGQ6yTXV/Dj30UJKDe7Ly7qlYB43gkssuRbdd9JDJm/9+FjPrMHSH7TETEebMms0F55zD+rufpdc5R2GETQLxMG7OZvWND1J4/x8wC6JsNeEgzOIkaFB38+aXHz3c6pqXUo8PvmT4Mfvi1DcS22GIdx6tdqaaGWDI8H6EgioOAk3DXraWQP9KNMPASWUwV64n1quUYMyTEG5KcfZjlxOIh9vyuzVdo6KqBNe2MYsSnP/stay87XEOtzYv9awjlb3ykz9uJbznGAKLF5CzHYyR24GuEwzqHHvNMQBEcmmwUhAOoWlxcFwqhEr7010be9kqouVlSqzItnFtm9ja5dC3HKeuHr2gADQoioKbTjE4lmHrV69m9bEbFA79zrQ0dM2CsLzQQLNbCOhhdO98vjwIelTFEOiWRYlmk/3gU7QDdlPeDV1HD+mE6+ugKKEWwLYNjk5wzlyoKibkyf7iuDgtKVLvfUb/ZJRzr/kVK8/N1znftTiuL9m7MbqtZC/q2GAPICSEGOtd+wMqIPABIcRBqJ3/+G/p53TgQVRcwn+klB8IIT4E9hNCvItay58EX5/xSymnis7lgjudS7sz/ic763cDYygCJnvBkN/oV0rZvKlj6A73fsu/ASOmd1zrfBdcnOZFxLYZjpttQTNDoBlUnLg/ruvgWmnmLV5AcWkJmpPDTDZSVFSEFg1RdfpBrK9rZNGiRQzo3w80jeVWPZUD+4LrYKcbWb1uLYPEQIxzfq6CAzO16MTRghGGPHQpoOHaWYKlNoHiBE6qIa/5WPden8ezUJh7HYXRW6D3GghWFoIhsDLYqxdDNoMxcFvC5WGGPuW9kDVwp92NEzoWo49AJ0d82364ztcCOgGtCS1aqH6wVRoXAZNAFDQzQuqeS3HXr6LnSb+jtNdCnBUL8p6HU9M1EfGhsdtjz3qN8JGng2ODrqv4hF5qx+4u/RK3bh3BA9VCIPvmVIK7HwyoUACzZwUETMhZEDBxVi4kUKlOsPR4VD2/VAv2+1MxjjiN6F47ARoFO+cv6NRKj9YFWJ4EK3LYSz/Bfvc9nMF3oBeUEBrUu83VT/1KtPnTiI0+QP1sZZTQlaZh9izGmvY45i4/Q4spj0Zsp6G4mWY0LarU/AA9FCA2egjYFqDRc1ye0stdzE8l/d3P4/f5UdM4YWxeH2C9Z1/Cx1+gVNU0Db2iN7nF87A/mkbw4OO45peHcukzr+PMn4VmBPj39M85cu8xWG9MZanYkeacy9Z9e6EnCrhw3M+4/uGnCMTifPDCM9TlHA449HCsac+g9+yH0bMfTkMtWixBy7UTIJYkduGfcLNp3KYGWm6ZCKmmzZ5LauOZj98Nw6Do3n+iJxM4zS0YhYXkli4hMGgwTX+7E3vZUhLnXYgWj2EvXIReUYEej5N65WUClZW0PPQA0RNPxhw8GGvmDDJvvUls/Mlq52sEwHXJvPMWWihM/cW/A6DgqmtJPf0k2Y8/ynv4qdquiWQvmnQ+2dnziO65C24uR2TX0dg1dbi5HIHSYtKffEnjQ09QfNVE9GgEa/kqzKpy0HUaHn6S2M/2wYjHAA0CBm7Gk6o1DNB1nGwWIx7DXl+LFg6z+rTzKb/jBpbtf3SXjB+g9MSBXdKPMXB7jH7bkH35fiK/uUVp7tSvQUNDK+uDu34FmZfuI3jIGejxQtIPXkvoiLPRYoU465Zjz/8MLdGDwOBREAiClSE7bQrBvY7FXjobo3oYODZu/VqsT17FqB5K9oW/d8nYW4n+9q68zoDMYM9Nft9Y2eVbXFS/j88PgpyaXyRYfIdCyrZexYIJqrBhv9svoGCvEbBLKUuvn0LJDFVatebdZbw66c9oF42DRAnarkeSXLiM1S21zJj0IIPumkjpzvsSiCdYfNHtPPLkQ5w85TalP162DcHSYho+nEvLjIVU/Pow9BOuw2lO8dWEP9Pr98czc78LPHf65s+n3/ZdaPixabn3dhJ/uAo9GKL5vjux588ledMdmNU9yT43BWvGp4TG7A2ag/XpdEJj9sZZMg+tf1/iZ56FXlCIs24NmuaSfelxrLdeJDbhfAKDt8JeuRxnyXwwDHrccacSc5n1BfbsjzC6IJ7rqxnF+XcCDFrtYBkV5NZarJ76PsN3GU0u64IeIPPVSnJEWVmToCBtEwg6ZNNgOC7kcqxf6dLy2gxKDxjJmmfep/znu/Hh/pfg5HKMfuV63KxNemkNVt0SVj/9Hg0fz2Po7ZeSc3S+Wt414wcIPNI1Uf1o8yi8qJLA3mfj6gHsVatoefJ50HWSZ/2G+slTiB16JK5tgO1QM/kdjKfnUf7o/ThZHb3PSOpu+gtG0dvET/wVgZ5VUDGK5qefI7zrTmpRlErh1KVxo4NYe/4fcdbXdM3YPaK/za/9T2Wb7O/4fbZUrkGlD24DfICKKQCVPpgDSoHx2Wx2Z03T3ho+fPh0QHvssceeHjx48KSPPvrokd12221xfX39GbvvvvvyF154YXg8Hl+TTCZNoFII8dzkyZNfHTNmzBXACOAXwPmo+IYocBgqeHEC6lisex1mfs0zqFTXRaiAy8Goo7GvgEJUAO4c1HHTEFRJ6xrgLu/eGLATSpBpBvAhSszrSNTzeP6HmshmcA3qaHAQSszrKmAKasPUCJyCSl0+C/gr6thqOSqQeAkw2esj7V3fGnU0dyJKLCyEytCRwH5AEfA+StuiTTOkm7I5n4uzgKGoeReintGuKA0UDXW0V4/6LnZBqUmfDeEbfp8tHRNliHZEpZG+hzLKl6IWBRrqxT0LJTr1M+/abkBv4GSUMZfAYqAE9VL/ALVBWIMyHnHUy/Jm4J/AXt7ffwJlHD75PieZB0eiFiXrUS/4WuAp1At+OiobZhXqBV+KMnqtEZeTgWHAzt7PxwN/99q8igqo7e7oqEXM8aiFy8moxcokVBDqacCvUYuDW1CLg/tRKpsAPVHCXkWo57UYpTVSjFIPXYV6TnHUZ/Ey4F90f8O/OZ+LvqhnWY5S5xyLive6HBWvlAImsgnluH3y439b3NjH53+Phdp5voQy+veiDPdfUeJSO6OkhYejdjRB1C59GOpFfxHwOGrHNgQl7VyPWjQEUZkWo1HCSjuiXupntfv7ApWV0V15Anjd++8mlJFrZRVqfi7KmP2W/xbbepuvRbtAiVDNQS2afgxGH9S8fg20Hrr/AxUI/A/U7nV7lN7HaNSu9j3ULn4ksB1wO2qR8zjKWO6I+kxZqH/3FajF5O7e9Ze/7wl1EZvzuZiDysy6AXgEZfTx7v0bKtvON/o/AP6O38fHx8fHZwvC3/H7+Pj4+PhsQfiG38fHx8fHZwvCN/w+Pj4+Pj5bEL7h9/Hx8fHx2YLwBXx8fDaAEGIicB7Qz6sk2Xr9M1RZ4TPbXcsC76IimU1UxPIZwHHAECnl73/AoW8WQoj+qMjqXkALXnqVlHKmVz9jEmqzEERFX/+flNL16l+cgcrDbtXKvUFK+YLXbwyV+rWz16cL/FVK+aQQYk/gdCnlL3+gaW4W3jhfB46RUj7S7voXqFTMO1BpmToqve1RKeWfhBB9gdZ7WnkN9RwOQuWzV6HSRQH2aS0Z3t3p+P0QQvwDlbpa7pXcRggxAlUifS/Uv3t7TepeqHTAXwDzgJ2klB977U4HKqSUV/wgk9nC8A2/j8+GOQ6VdvRLVPoWQohdUcWX9hZCJKSUjd69NVLKPVsbCiGmoNK0fhQIIaLAVOA0KeV73rXRwO1CiLOAPwEHSSlXCiECwJ3AhahKmb9GCbHs6xmAYuB5IUStlPJ9VIrkO1LKc71+S4GXhBDT+HExB/VZeARACLE1SqAI4DbgBCnlHK/M+LtCiNdQ+e2z2n822nHTj2XhswG+8f0AVqLy85/yfj4WL11VSjkNr9CaV8jtbVQqLajKnPcJIXZoXTT4fH/4rn4fn07wXsjzUYIjZ7b71Wmo3e6TKAW2ztqaKEGWzRfe/+E5BFWx8r3WC1LK6aid2unAdVLKld71HHABSt8A4Gzgt61eESnleuAK4AwhRAUgpJR/bdfvWmCklLJr9Vi/fz4HqoUQBd7Px6GU+ABWA2cJIUaictd3lVJ++j8Y4w/CRr4fDwPHePfoKNXKDzu0NVHfoZuklO94l+ehdB66q4LlTwrf8Pv4dM6pqCqHEsgIIXYUQiRR4jPPAfeh3NutFAkh3hBCvI4SA3pDSvnaDz7qzacfSnUNACHE00KIN1C73KGol3wbUsoGIOq93EuklB0lVhcA1Si1tjaBIiHElV6/nwkhjuz6aXzvPA6M8443RqOOd0DtbFejPCFrgD8JIVoLLwz1Phut/+v5g4+66/nG98O7Ph0Y4h3v7M3XIj/t+QswU0p5d4frk1BVSHf7vgbto/Bd/T4+HRBC9EC56cuEEGcDBSi1vXdRi+VnvVsrhRD7SClfpYOr/0fIUmBU6w9SysMAhBDvo5To+qLUB/GuJ4GslNIRQjQIIYo67OAHobTYl3ltW/u93Gt/Pcor8mPTZH8IZdwXoMpKg9LWHyGlvBq42iuNfR/qCOQZNuzq/1Gyke9Ha2zC0yjZ631RcQ/XtWt7Eqpmwd4d+5VSZrzfP4SSdvb5nvB3/D4+3+Q44B4p5f5SygNRMqv7o860D5FSHuhdP5v/dnP+mHka2FcIsVPrBSHEQFQA1jXApZ7bvtVV+2eUAQS4Ffhr6w5XCFGGkuS9S0q5DFgohJjQrt8ClNTtj042VEq5AHWufw7wgHfZAR4QQgz27qlBafL/VM+qN/T9KPV+/xBwAlDpPS8AhBA7ABcDR0oprc46llJ+4rX/3fc4/i0ef8fv4/NNTkUVZQFAStkihPgYOFBKObPdfY8D/yeE6P0t/Z0ohNi33c97Sim71fm/lLJJCHEIcL0QohL1brCB86SU04QQFwNThBAGKmvhCVRgH1LKW73rbwohLJRBv1pK2eoGPwG4QgjxttdnDFXV7hFUpP/+QoiP2g3nV1LKLqol+70wBTheSjnXy4TIorT87/UWRS7qXPte1MLpp0Zn34/Hveu3egGOpcA9Hdpdh9psThFCtF5r4r9rV7Ted8j3MXAfha/V7+Pj4+PjswXhu/p9fHx8fHy2IHzD7+Pj4+PjswXhG34fHx8fH58tCN/w+/j4+Pj4bEH4ht/Hx8fHx2cLwk/n8/Hx6TYIIX6PEn4xUfnxF7YWbvmO/YxnE4sj/cj18n18vjP+jt/Hx6dbIIQYChwK7Cel3ANV+e3e/+2ofHx+evg7fh8fn+5CPdAHOFkI8aKU8jMhxO5CiPnAYCmlLYS4AVXmdQKqaM5wlAjMW8ABqDK3+3v97SyEeBVIAldIKZ8TQuyHUiJMo0rCntx+AEKI+4CBQAT4i5TyX9/rjH18/gf4O34fH59ugZRyOWrHvyvwnhBiDsrt/zZwgKcO2L7k63Qp5T5ACGiRUu6Hqmu/h/f7Zq/9QcBtXvu7gXGeR2EacGnr3xdCJIDdgXHAgXytPe/j85PCN/w+Pj7dAq82QIOU8mQpZR+UJvxdKOnX8Sij/4qUMus1+cT7/zqUwQeoRRXNAXhbSulKKdegvAlFXv/Lvd+/CQxr/ftSykbgXNTiYApqQeHj85PDN/w+Pj7dhW1QO/Og9/NclFH/HBgAnMJ/679/m974DgBecaHWSoBJrxYBKM9AW00A7/pIKeURKC/BjUII/zjU5yeHb/h9fHy6BVLKJ1Bn9R8KId4BXgIuklLWAw8CFR2KJH0bESHEa8BU4DdSShc4DXjC639f4Op2968CKoQQ7wIvAzdLKXN5T8zHp5vhF+nx8fHp9gghLgLWSyn9KH8fnzzx3Vg+Pj7dGiHEP4Aq/FKtPj5dgr/j9/Hx8fHx2YLwz/h9fHx8fHy2IHzD7+Pj4+PjswXhG34fHx8fH58tCN/w+/j4+Pj4bEH4ht/Hx8fHx2cL4v8BBv0GDehD5igAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(rets_df.dropna(),annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Google and Microsoft seem to have the highest correlation. But another interesting thing to note is that all tech companies that we explored are positively correlated."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How much value do we put at risk by investing in a particular stock?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A basic way to quantify risk is to compare the expected return (which can be the mean of the stock's daily returns) with the standard deviation of the daily returns. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "rets = rets_df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "\n",
    "plt.scatter(rets.mean(),rets.std(),s=25)\n",
    "\n",
    "plt.xlabel('Expected Return')\n",
    "plt.ylabel('Risk')\n",
    "\n",
    "\n",
    "#For adding annotatios in the scatterplot\n",
    "for label,x,y in zip(rets.columns,rets.mean(),rets.std()):\n",
    "    plt.annotate(\n",
    "    label,\n",
    "    xy=(x,y),xytext=(-120,20),\n",
    "    textcoords = 'offset points', ha = 'right', va = 'bottom',\n",
    "    arrowprops = dict(arrowstyle='->',connectionstyle = 'arc3,rad=-0.5'))\n",
    "    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'd want a stock to have a high expected return and a low risk; Google and Microsoft seem to be the safe options for that. Meanwhile, Yahoo and Amazon stocks have higher expected returns, but also have a higher risk\n",
    "\n",
    "### Value at Risk\n",
    "\n",
    "We can treat _Value at risk_ as the amount of money we could expect to lose for a given confidence interval. We'll use the 'Bootstrap' method and the 'Monte Carlo Method' to extract this value.\n",
    "\n",
    "__Bootstrap Method__\n",
    "\n",
    "Using this method, we calculate the empirical quantiles from a histogram of daily returns. The quantiles help us define our confidence interval."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Daily Return', ylabel='Count'>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(x=AAPL['Daily Return'].dropna(),bins=100,color='purple')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To recap, our histogram for Apple's stock looked like the above. And our daily returns dataframe looked like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Symbols</th>\n",
       "      <th>AAPL</th>\n",
       "      <th>GOOGL</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>AMZN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-02-02</th>\n",
       "      <td>0.006337</td>\n",
       "      <td>0.013761</td>\n",
       "      <td>-0.000584</td>\n",
       "      <td>0.011104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-03</th>\n",
       "      <td>-0.007778</td>\n",
       "      <td>0.072825</td>\n",
       "      <td>0.014572</td>\n",
       "      <td>-0.019962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-04</th>\n",
       "      <td>0.025758</td>\n",
       "      <td>-0.002550</td>\n",
       "      <td>-0.004074</td>\n",
       "      <td>0.005576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-05</th>\n",
       "      <td>-0.003098</td>\n",
       "      <td>0.017140</td>\n",
       "      <td>0.000785</td>\n",
       "      <td>0.006349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-08</th>\n",
       "      <td>0.001097</td>\n",
       "      <td>-0.002063</td>\n",
       "      <td>0.001115</td>\n",
       "      <td>-0.008714</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Symbols         AAPL     GOOGL      MSFT      AMZN\n",
       "Date                                              \n",
       "2021-02-02  0.006337  0.013761 -0.000584  0.011104\n",
       "2021-02-03 -0.007778  0.072825  0.014572 -0.019962\n",
       "2021-02-04  0.025758 -0.002550 -0.004074  0.005576\n",
       "2021-02-05 -0.003098  0.017140  0.000785  0.006349\n",
       "2021-02-08  0.001097 -0.002063  0.001115 -0.008714"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rets.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.024738790715040836"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Using Pandas built in qualtile method\n",
    "rets['AAPL'].quantile(0.05)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The 0.05 empirical quantile of daily returns is at -0.019. This means that with 95% confidence, the worst daily loss will not exceed 2.57% (of the investment).\n",
    "\n",
    "### How can we attempt to predict future stock behaviour?\n",
    "\n",
    "__Monte Carlo Method__\n",
    "\n",
    "Check out this [link](http://www.investopedia.com/articles/07/montecarlo.asp) for more info on the Monte Carlo method. In short: in this method, we run simulations to predict the future many times, and aggregate the results in the end for some quantifiable value.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "days = 365\n",
    "\n",
    "#delta t\n",
    "dt = 1/365\n",
    "\n",
    "mu = rets.mean()['GOOGL']\n",
    "\n",
    "sigma = rets.std()['GOOGL']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Function takes in stock price, number of days to run, mean and standard deviation values\n",
    "def stock_monte_carlo(start_price,days,mu,sigma):\n",
    "    \n",
    "    price = np.zeros(days)\n",
    "    price[0] = start_price\n",
    "    \n",
    "    shock = np.zeros(days)\n",
    "    drift = np.zeros(days)\n",
    "    \n",
    "    for x in range(1,days):\n",
    "        \n",
    "        #Shock and drift formulas taken from the Monte Carlo formula\n",
    "        shock[x] = np.random.normal(loc=mu*dt,scale=sigma*np.sqrt(dt))\n",
    "        \n",
    "        drift[x] = mu * dt\n",
    "        \n",
    "        #New price = Old price + Old price*(shock+drift)\n",
    "        price[x] = price[x-1] + (price[x-1] * (drift[x]+shock[x]))\n",
    "        \n",
    "    return price"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We're going to run the simulation of Google stocks. Let's check out the opening value of the stock."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Adj Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-02-01</th>\n",
       "      <td>1922.391968</td>\n",
       "      <td>1850.930054</td>\n",
       "      <td>1853.569946</td>\n",
       "      <td>1901.349976</td>\n",
       "      <td>1602200</td>\n",
       "      <td>1901.349976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-02</th>\n",
       "      <td>1955.760010</td>\n",
       "      <td>1914.489990</td>\n",
       "      <td>1922.560059</td>\n",
       "      <td>1927.510010</td>\n",
       "      <td>2273700</td>\n",
       "      <td>1927.510010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-03</th>\n",
       "      <td>2116.500000</td>\n",
       "      <td>2018.380005</td>\n",
       "      <td>2073.000000</td>\n",
       "      <td>2070.070068</td>\n",
       "      <td>4118200</td>\n",
       "      <td>2070.070068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-04</th>\n",
       "      <td>2078.550049</td>\n",
       "      <td>2042.589966</td>\n",
       "      <td>2068.889893</td>\n",
       "      <td>2062.370117</td>\n",
       "      <td>1852300</td>\n",
       "      <td>2062.370117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-02-05</th>\n",
       "      <td>2102.510010</td>\n",
       "      <td>2059.330078</td>\n",
       "      <td>2070.000000</td>\n",
       "      <td>2098.000000</td>\n",
       "      <td>1535100</td>\n",
       "      <td>2098.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   High          Low         Open        Close   Volume  \\\n",
       "Date                                                                      \n",
       "2021-02-01  1922.391968  1850.930054  1853.569946  1901.349976  1602200   \n",
       "2021-02-02  1955.760010  1914.489990  1922.560059  1927.510010  2273700   \n",
       "2021-02-03  2116.500000  2018.380005  2073.000000  2070.070068  4118200   \n",
       "2021-02-04  2078.550049  2042.589966  2068.889893  2062.370117  1852300   \n",
       "2021-02-05  2102.510010  2059.330078  2070.000000  2098.000000  1535100   \n",
       "\n",
       "              Adj Close  \n",
       "Date                     \n",
       "2021-02-01  1901.349976  \n",
       "2021-02-02  1927.510010  \n",
       "2021-02-03  2070.070068  \n",
       "2021-02-04  2062.370117  \n",
       "2021-02-05  2098.000000  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "GOOG.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's do a simulation of 100 runs, and plot them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Monte Carlo Analysis for Google')"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "start_price = 622.049 #Taken from above\n",
    "\n",
    "for run in range(100):\n",
    "    plt.plot(stock_monte_carlo(start_price,days,mu,sigma))\n",
    "\n",
    "plt.xlabel('Days')\n",
    "plt.ylabel('Price')\n",
    "plt.title('Monte Carlo Analysis for Google')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "runs = 10000\n",
    "\n",
    "simulations = np.zeros(runs)\n",
    "\n",
    "for run in range(runs):\n",
    "    simulations[run] = stock_monte_carlo(start_price,days,mu,sigma)[days-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Final price distribution for Google Stock after 365 days')"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "q = np.percentile(simulations,1)\n",
    "\n",
    "plt.hist(simulations,bins=200)\n",
    "\n",
    "plt.figtext(0.6,0.8,s=\"Start price: $%.2f\" %start_price)\n",
    "\n",
    "plt.figtext(0.6,0.7,\"Mean final price: $%.2f\" % simulations.mean())\n",
    "\n",
    "plt.figtext(0.6,0.6,\"VaR(0.99): $%.2f\" % (start_price -q,))\n",
    "\n",
    "plt.figtext(0.15,0.6, \"q(0.99): $%.2f\" % q)\n",
    "\n",
    "plt.axvline(x=q, linewidth=4, color='r')\n",
    "\n",
    "plt.title(u\"Final price distribution for Google Stock after %s days\" %days, weight='bold')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can infer from this that, Google's stock is pretty stable. The starting price that we had was USD622.05, and the average final price over 10,000 runs was USD623.36.\n",
    "\n",
    "The red line indicates the value of stock at risk at the desired confidence interval. For every stock, we'd be risking USD18.38, 99% of the time."
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
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